In [2]:
import numpy as np
import matplotlib.pyplot as plt
from matplotlib import gridspec
import seaborn as sns
import glob
import os
import re
import pandas as pd
import tarfile
from sklearn.decomposition import PCA
import P4J

%matplotlib inline
plt.rcParams['figure.figsize'] = (9, 6)
sns.set(style="whitegrid", color_codes=True, context="poster")

mainpath = '/Users/jorgetil/Astro/HITS'
/Users/jorgetil/miniconda/lib/python2.7/site-packages/matplotlib/__init__.py:872: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.
  warnings.warn(self.msg_depr % (key, alt_key))
In [145]:
def give_me_lc(field, CCD, X, Y, extract=False):
    year = field[:-3]
    try:
        tar = tarfile.open("%s/lightcurves/%s/%s/%s/%s_%s_g_LC_50.tar.gz" 
                           % (mainpath, year, field, CCD, field, CCD))
        fil = tar.extractfile('%s_%s_%s_%s_g.dat' % (field, CCD, X, Y))
        if extract:
            tar.extract('%s_%s_%s_%s_g.dat' % (field, CCD, X, Y),
                    path='/Users/jorgetil/Astro/HITS/lightcurves/samples/.')
    except:
        print 'No tar file or element in tar file'
        return None
    
    time, mag, err = [], [], []
    for line in fil:
        if line[0] == '#': continue
        values = line.split()
        time.append(float(values[1]))
        mag.append(float(values[2]))
        err.append(float(values[3]))
    time = np.asarray(time)
    mag= np.asarray(mag)
    err = np.asarray(err)
    
    try:
        fil = tar.extractfile('%s_%s_%s_%s_r.dat' % (field, CCD, X, Y))
        #tar.extract('%s_%s_%s_%s_r.dat' % (field, CCD, X, Y)
        #                , path='/Users/jorgetil/Downloads/.')
        time2, mag2, err2 = [], [], []
        for line in fil:
            if line[0] == '#': continue
            values = line.split()
            time2.append(float(values[1]))
            mag2.append(float(values[2]))
            err2.append(float(values[3]))
        time2 = np.asarray(time2)
        mag2 = np.asarray(mag2)
        err2 = np.asarray(err2)
        return time, mag, err, time2, mag2, err2
    except:
        print 'No lightcurve for other filter'
        return time, mag, err, None, None, None
In [158]:
# load feature table into DF
#table_file = '%s/tables/Blind14A_tables+feat_pl_var_type_spCL_spClass.csv' % (mainpath)
table_file = '%s/tables/Blind14A_label_sample.csv' % (mainpath)
table_15 = pd.read_csv(table_file)
table_15.set_index('ID', inplace=True)
In [159]:
table_15.info()
<class 'pandas.core.frame.DataFrame'>
Index: 1791 entries, Blind14A_01_N10_0056_2470 to Blind14A_40_S2_0763_3661
Data columns (total 79 columns):
DEC                                1791 non-null float64
ELLIPTICITY                        1791 non-null float64
FLAGS                              1791 non-null int64
FLUX_RADIUS                        1791 non-null float64
FWHM                               1791 non-null float64
KRON_RADIUS                        1791 non-null float64
Median_err_g                       1791 non-null float64
Median_g                           1791 non-null float64
Occu_g                             1791 non-null int64
RA                                 1791 non-null float64
STD_g                              1791 non-null float64
X                                  1791 non-null float64
Y                                  1791 non-null float64
Amplitude                          1791 non-null float64
AndersonDarling                    1791 non-null float64
Autocor_length                     1791 non-null float64
Beyond1Std                         1791 non-null float64
CAR_mean                           1791 non-null float64
CAR_sigma                          1791 non-null float64
CAR_tau                            1791 non-null float64
Con                                1791 non-null float64
Eta_e                              1791 non-null float64
FluxPercentileRatioMid20           1791 non-null float64
FluxPercentileRatioMid35           1791 non-null float64
FluxPercentileRatioMid50           1791 non-null float64
FluxPercentileRatioMid65           1791 non-null float64
FluxPercentileRatioMid80           1791 non-null float64
Freq1_harmonics_amplitude_0        1791 non-null float64
Freq1_harmonics_amplitude_1        1791 non-null float64
Freq1_harmonics_amplitude_2        1791 non-null float64
Freq1_harmonics_amplitude_3        1791 non-null float64
Freq1_harmonics_rel_phase_0        1791 non-null float64
Freq1_harmonics_rel_phase_1        1791 non-null float64
Freq1_harmonics_rel_phase_2        1791 non-null float64
Freq1_harmonics_rel_phase_3        1791 non-null float64
Freq2_harmonics_amplitude_0        1791 non-null float64
Freq2_harmonics_amplitude_1        1791 non-null float64
Freq2_harmonics_amplitude_2        1791 non-null float64
Freq2_harmonics_amplitude_3        1791 non-null float64
Freq2_harmonics_rel_phase_0        1791 non-null float64
Freq2_harmonics_rel_phase_1        1791 non-null float64
Freq2_harmonics_rel_phase_2        1791 non-null float64
Freq2_harmonics_rel_phase_3        1791 non-null float64
Freq3_harmonics_amplitude_0        1791 non-null float64
Freq3_harmonics_amplitude_1        1791 non-null float64
Freq3_harmonics_amplitude_2        1791 non-null float64
Freq3_harmonics_amplitude_3        1791 non-null float64
Freq3_harmonics_rel_phase_0        1791 non-null float64
Freq3_harmonics_rel_phase_1        1791 non-null float64
Freq3_harmonics_rel_phase_2        1791 non-null float64
Freq3_harmonics_rel_phase_3        1791 non-null float64
Gskew                              1791 non-null float64
LinearTrend                        1791 non-null float64
MaxSlope                           1791 non-null float64
Mean                               1791 non-null float64
Meanvariance                       1791 non-null float64
MedianAbsDev                       1791 non-null float64
MedianBRP                          1791 non-null float64
PairSlopeTrend                     1791 non-null float64
PercentAmplitude                   1791 non-null float64
PercentDifferenceFluxPercentile    1791 non-null float64
PeriodLS                           1791 non-null float64
Period_fit                         1791 non-null float64
Psi_CS                             1791 non-null float64
Psi_eta                            1791 non-null float64
Q31                                1791 non-null float64
Rcs                                1791 non-null float64
Skew                               1791 non-null float64
SlottedA_length                    1791 non-null float64
SmallKurtosis                      1791 non-null float64
Std                                1791 non-null float64
StetsonK                           1791 non-null float64
StetsonK_AC                        1791 non-null float64
WMCC_Period                        1791 non-null float64
WMCC_conf                          1791 non-null float64
spCl                               1573 non-null object
subClass                           1003 non-null object
Var_Type                           1791 non-null object
Var_subType                        19 non-null object
dtypes: float64(73), int64(2), object(4)
memory usage: 1.1+ MB
# CMD of detections g = sns.jointplot(x="Color", y="Mean", data=table_15, kind="scatter", stat_func=None, size=10, ratio=5, color='b')# distribution of Perdio from LS plt.hist(table_15['MedianAbsDev'], bins=50, color='b', log=True, histtype = 'stepfilled', label='All', alpha=0.7) #plt.hist(table_15.query('Var_Type=="QSO"')['Eta_e'], color='g', log=True, # histtype = 'stepfilled', label='QSO') plt.legend(loc='best') plt.xlabel('MedianAbsDev') plt.ylabel('N') plt.show()# distribution of Perdio from LS plt.hist(table_15['Psi_eta'], bins=50, color='b', log=True, histtype = 'stepfilled', label='All', alpha=0.7) #plt.hist(table_15.query('Var_Type=="QSO"')['Psi_eta'], color='g', log=True, # histtype = 'stepfilled', label='QSO') plt.legend(loc='best') plt.xlabel('Psi_eta') plt.ylabel('N') plt.show()plt.hist(table_15['Meanvariance'], bins=50, color='g', log=True, alpha=0.7, histtype = 'stepfilled') plt.show()# distribution of Period_fit plt.hist(table_15['Std'], bins=50, color='b', log=True, histtype = 'stepfilled', label='All', alpha=0.7) #plt.hist(table_15.query('spCl=="GALAXY"')['Meanvariance'], color='g', log=True, # histtype = 'stepfilled', label='GALAXY') #plt.hist(table_15.query('Var_Type=="RRLYR"')['Meanvariance'], color='r', log=True, # histtype = 'stepfilled', label='RRLYR') plt.legend(loc='best') plt.xlabel('Period_fit') plt.ylabel('N') plt.show()def threshold(a, threshmin=None, threshmax=None): """ Clip array to a given value. Similar to numpy.clip(), except that values less than `threshmin` or greater than `threshmax` are replaced by `newval`, instead of by `threshmin` and `threshmax` respectively. Parameters ---------- a : ndarray Input data threshmin : {None, float}, optional Lower threshold. If None, set to the minimum value. threshmax : {None, float}, optional Upper threshold. If None, set to the maximum value. newval : {0, float}, optional Value outside the thresholds. Returns ------- threshold : ndarray Returns `a`, with values less then `threshmin` and values greater `threshmax` replaced with `newval`. """ a = np.asarray(a).copy() mask = np.zeros(a.shape, dtype=bool) if threshmin is not None: mask |= (a < threshmin) if threshmax is not None: mask |= (a > threshmax) return ~maskperiodic_only = table_15.query('Var_Type == "RRLYR"or Var_Type == "CEP" or Var_Type == "EB"').index ratio = table_15.WMCC_Period[periodic_only]/table_15.PeriodLS[periodic_only] idx_equal = ratio.index[threshold(ratio.values, threshmin=0.9, threshmax=1.1)] idx_non_equal = ratio.index[~threshold(ratio.values, threshmin=0.9, threshmax=1.1)] print periodic_only.shape print table_15.loc[idx_equal].shape print table_15.loc[idx_non_equal].shape table_15_filter = table_15.loc[idx_non_equal] table_15_filter
In [160]:
plt.plot(table_15.PeriodLS, table_15.WMCC_Period, 'b.')
plt.xlim(0,15)
plt.xlim(0,15)
plt.show()
table_15_sub = table_15.loc[['Blind15A_42_S21_1410_0699','Blind15A_48_S10_1986_1958', 'Blind15A_20_S17_1015_1087']]
In [165]:
plt.plot(table_15.query('Var_Type == "RRLYR"').PeriodLS, 
        table_15.query('Var_Type == "RRLYR"').Amplitude, '.b', label='RRLYR')
plt.legend(loc='best')
plt.xscale('log')
plt.show()
In [162]:
WCMM_new = []
WCMM_old = []
ls = []
periodogram = True
#for idx, row in table_15.query('WMCC_conf >= 0.98 and PeriodLS >= 1.5').head(50).iterrows():
for idx, row in table_15.query('Var_Type == "RRLYR"').iterrows():
    print '\r',idx
    label = row['Var_Type']
    print row[['Var_Type','FLUX_RADIUS','ELLIPTICITY','FWHM',
               'FLAGS','Mean','Median_g',
               'Std','MedianAbsDev','Meanvariance','Eta_e',
               'Pred_Var_Type','Prob_Pred','PeriodLS',
               'Period_fit', 'WMCC_Period', 'WMCC_conf']]
    T = float(row['PeriodLS'])
    field, CCD, X, Y = re.findall(
            r'(\w+\d+\w?\_\d\d?)\_(\w\d+?)\_(\d+)\_(\d+)', idx)[0]
    try:
        time, mag, err, time2, mag2, err2 = give_me_lc(field, CCD, X, Y,extract=False)
    except:
        print 'fail during LC read'
        continue
    
    if periodogram:
        M = 1
        WMCC_model = P4J.periodogram(M=M, method='WMCC')
        WMCC_model.fit(time, mag, err)
        freq, per = WMCC_model.grid_search(fmin=1/30.0, fmax=1/.01, fres_coarse=2,
                                            fres_fine=0.05, n_local_max=10)
        fbest = WMCC_model.get_best_frequency()
        WMCC_model.fit_extreme_cdf(n_bootstrap=40, n_frequencies=40)
        falsa_alarm = np.asarray([0.05, 0.01, 0.001])
        per_levels = WMCC_model.get_FAP(falsa_alarm)
        confidence_best_freq = WMCC_model.get_confidence(fbest[1])
        
        print 1/fbest[0]
        
        fig = plt.figure(figsize=(15,14))
        gs = gridspec.GridSpec(3,2)
        ax1 = fig.add_subplot(gs[0,:])
        ax2 = fig.add_subplot(gs[1,0])
        ax3 = fig.add_subplot(gs[1,1])
        ax4 = fig.add_subplot(gs[2,1])
        ax5 = fig.add_subplot(gs[2,0])
        
        # plot of periodogram from WMCC
        ax1.plot(freq, per, 'k-', linewidth=1)
        ax1.axvline(1/T, ls=':', c='c', linewidth=4, alpha=0.9)
        ax1.axvline(2/T, ls=':', c='y', linewidth=4, alpha=0.9)
        # Print confidence bars
        xmin, xmax = ax1.get_xlim()
        for i in range(0, len(falsa_alarm)):
            ax1.axhline(per_levels[i], ls='--', c='b', linewidth=4, alpha=0.5)
            ax1.annotate('%0.3f' % (1.0-falsa_alarm[i]), xy=(xmin+0.01*(xmax-xmin),
                                                       per_levels[i]), fontsize=12)
        # Print max of periodogram
        ymin, ymax = ax1.get_ylim()
        ax1.axvline(fbest[0], ls='--', c='r', linewidth=4, alpha=0.7)
    
        ax1.set_ylim([ymin, ymax])
        ax1.set_xlabel('Frequency [1/MJD]', fontsize=15)
        ax1.set_ylabel('Periodogram', fontsize=15)
        ax1.annotate(' %0.3f' % (confidence_best_freq),
                    xy=(fbest[0], fbest[1]) , fontsize=12)
            
        # LC 
        ax2.errorbar(time, mag, yerr=err, fmt='b*')
        ax2.set_xlabel('time')
        
        # phase LC from LS
        phase1 = np.mod(time, T) / T
        sort_idx1 = np.argsort(phase1)
        PHASE = np.hstack([phase1[sort_idx1], phase1[sort_idx1]+1.])
        MAG = np.hstack([mag[sort_idx1],mag[sort_idx1]])
        ERR = np.hstack([err[sort_idx1],err[sort_idx1]])
        
        ax3.errorbar(PHASE-1, MAG, yerr=ERR, fmt='g*', label='LS')
        ax3.legend(loc='best')
        
        #if label == 'RRLYR' or label == 'EB' or label == 'CEP' or label=='BE':
             
        T_C = float(row['WMCC_Period'])
        t_c = 1/fbest[0]
        ls.append(T)
        WCMM_old.append(T_C)
        WCMM_new.append(t_c)
        print 'WMCC/LS = ', T_C/T
        print 'OLD WMCC period M=3', T_C
        print 'NEW WMCC period M=%i' % (M), t_c
        
        phase_C = np.mod(time, T_C) / T_C
        sort_idx_C = np.argsort(phase_C)
        PHASE_C = np.hstack([phase_C[sort_idx_C], phase_C[sort_idx_C]+1.])
        MAG_C = np.hstack([mag[sort_idx_C],mag[sort_idx_C]])
        ERR_C = np.hstack([err[sort_idx_C],err[sort_idx_C]])
        
        ax4.errorbar(PHASE_C-1, MAG_C, yerr=ERR_C, fmt='b*', alpha=.7, label='WMCC_old')
        ax4.set_xlabel('phase', fontsize=15)
        ax4.legend(loc='best')  
        
        phase_cc = np.mod(time, t_c) / t_c
        sort_idx_cc = np.argsort(phase_cc)
        PHASE_cc = np.hstack([phase_cc[sort_idx_cc], phase_cc[sort_idx_cc]+1.])
        MAG_cc = np.hstack([mag[sort_idx_cc],mag[sort_idx_cc]])
        ERR_cc = np.hstack([err[sort_idx_cc],err[sort_idx_cc]])
        
        ax5.errorbar(PHASE_cc-1, MAG_cc, yerr=ERR_cc, fmt='b*', alpha=.7, label='WMCC_new')
        ax5.set_xlabel('phase', fontsize=15)
        ax5.legend(loc='best')  
            
        ax2.set_ylabel('g', fontsize=15)
        ax2.invert_yaxis()
        ax3.invert_yaxis()
        ax4.invert_yaxis()
        ax5.invert_yaxis()
        plt.show()
        
    else:
        plt.errorbar(time, mag, yerr=err, fmt='b*')
        plt.xlabel('time')
        plt.ylabel('g')
        plt.gca().invert_yaxis()
        plt.show()
Blind14A_01_N10_0056_2470
Var_Type             RRLYR
FLUX_RADIUS          2.761
ELLIPTICITY      0.0592654
FWHM                 5.635
FLAGS                    0
Mean               20.5569
Median_g           20.6083
Std               0.257721
MedianAbsDev         0.194
Meanvariance      0.012537
Eta_e              1152.14
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.695828
Period_fit       0.0105693
WMCC_Period        0.69935
WMCC_conf         0.999997
Name: Blind14A_01_N10_0056_2470, dtype: object
No lightcurve for other filter
0.699349509761
WMCC/LS =  1.00506146059
OLD WMCC period M=3 0.699349509761
NEW WMCC period M=1 0.699349509761
Blind14A_01_N13_0543_0621
Var_Type              RRLYR
FLUX_RADIUS          2.9515
ELLIPTICITY       0.0632218
FWHM                   5.69
FLAGS                     0
Mean                20.5072
Median_g            20.5552
Std                0.214351
MedianAbsDev         0.1614
Meanvariance      0.0104525
Eta_e               770.818
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.716445
Period_fit       0.00286511
WMCC_Period         0.72287
WMCC_conf          0.999729
Name: Blind14A_01_N13_0543_0621, dtype: object
No lightcurve for other filter
0.722870233184
WMCC/LS =  1.00896860987
OLD WMCC period M=3 0.722870233184
NEW WMCC period M=1 0.722870233184
Blind14A_01_N18_0491_3908
Var_Type               RRLYR
FLUX_RADIUS           3.0085
ELLIPTICITY        0.0800368
FWHM                   5.585
FLAGS                      0
Mean                 20.4623
Median_g             20.4948
Std                  0.18202
MedianAbsDev          0.1528
Meanvariance      0.00889537
Eta_e                515.833
Pred_Var_Type            NaN
Prob_Pred                NaN
PeriodLS            0.306076
Period_fit       0.000451069
WMCC_Period         0.306464
WMCC_conf                  1
Name: Blind14A_01_N18_0491_3908, dtype: object
No lightcurve for other filter
0.306463996198
WMCC/LS =  1.00126742712
OLD WMCC period M=3 0.306463996198
NEW WMCC period M=1 0.306463996198
Blind14A_01_N5_1537_2612
Var_Type              RRLYR
FLUX_RADIUS           2.918
ELLIPTICITY       0.0684674
FWHM                   5.41
FLAGS                     0
Mean                20.4882
Median_g             20.532
Std                0.229407
MedianAbsDev         0.1946
Meanvariance      0.0111971
Eta_e               712.853
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.681127
Period_fit       0.00160591
WMCC_Period        0.680169
WMCC_conf          0.999994
Name: Blind14A_01_N5_1537_2612, dtype: object
No lightcurve for other filter
0.680169037975
WMCC/LS =  0.99859353024
OLD WMCC period M=3 0.680169037975
NEW WMCC period M=1 0.680169037975
Blind14A_01_N6_0964_1433
Var_Type              RRLYR
FLUX_RADIUS           2.876
ELLIPTICITY       0.0766382
FWHM                  5.695
FLAGS                     0
Mean                20.5544
Median_g               20.7
Std                 0.29302
MedianAbsDev         0.1256
Meanvariance      0.0142558
Eta_e                467.02
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.600746
Period_fit       0.00696115
WMCC_Period        0.106755
WMCC_conf          0.999834
Name: Blind14A_01_N6_0964_1433, dtype: object
No lightcurve for other filter
0.106755007947
WMCC/LS =  0.17770419426
OLD WMCC period M=3 0.106755007947
NEW WMCC period M=1 0.106755007947
Blind14A_01_S11_1684_2828
Var_Type               RRLYR
FLUX_RADIUS           2.9105
ELLIPTICITY        0.0587983
FWHM                   5.425
FLAGS                      0
Mean                 20.5289
Median_g             20.5462
Std                 0.248322
MedianAbsDev         0.25055
Meanvariance       0.0120962
Eta_e                672.503
Pred_Var_Type            NaN
Prob_Pred                NaN
PeriodLS            0.345429
Period_fit       0.000211675
WMCC_Period         0.345552
WMCC_conf                  1
Name: Blind14A_01_S11_1684_2828, dtype: object
No lightcurve for other filter
0.345552115756
WMCC/LS =  1.00035727045
OLD WMCC period M=3 0.345552115756
NEW WMCC period M=1 0.345552115756
Blind14A_01_S12_0572_1923
Var_Type               RRLYR
FLUX_RADIUS            2.877
ELLIPTICITY        0.0588233
FWHM                   5.485
FLAGS                      0
Mean                 20.4368
Median_g             20.5107
Std                 0.194454
MedianAbsDev         0.11985
Meanvariance      0.00951491
Eta_e                330.828
Pred_Var_Type            NaN
Prob_Pred                NaN
PeriodLS            0.732728
Period_fit       0.000519058
WMCC_Period         0.731066
WMCC_conf                  1
Name: Blind14A_01_S12_0572_1923, dtype: object
No lightcurve for other filter
0.731066040816
WMCC/LS =  0.997732426304
OLD WMCC period M=3 0.731066040816
NEW WMCC period M=1 0.731066040816
Blind14A_01_S13_0611_3657
Var_Type             RRLYR
FLUX_RADIUS         3.5115
ELLIPTICITY        0.24641
FWHM                  7.26
FLAGS                    0
Mean                20.347
Median_g           20.5018
Std               0.350162
MedianAbsDev        0.1617
Meanvariance     0.0172095
Eta_e              332.197
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.579162
Period_fit       0.0165671
WMCC_Period       0.577778
WMCC_conf         0.997371
Name: Blind14A_01_S13_0611_3657, dtype: object
No lightcurve for other filter
0.577778
WMCC/LS =  0.99761051374
OLD WMCC period M=3 0.577778
NEW WMCC period M=1 0.577778
Blind14A_01_S13_0631_3344
Var_Type               RRLYR
FLUX_RADIUS           2.9865
ELLIPTICITY        0.0745023
FWHM                    5.91
FLAGS                      0
Mean                 20.4427
Median_g             20.4531
Std                 0.252951
MedianAbsDev          0.2091
Meanvariance       0.0123737
Eta_e                282.936
Pred_Var_Type            NaN
Prob_Pred                NaN
PeriodLS               2.015
Period_fit       0.000621998
WMCC_Period          2.00249
WMCC_conf                  1
Name: Blind14A_01_S13_0631_3344, dtype: object
No lightcurve for other filter
2.00248524224
WMCC/LS =  0.993788819878
OLD WMCC period M=3 2.00248524224
NEW WMCC period M=1 2.00248524224
Blind14A_01_S13_1333_3823
Var_Type              RRLYR
FLUX_RADIUS           2.981
ELLIPTICITY         0.09991
FWHM                   5.88
FLAGS                     0
Mean                20.5011
Median_g             20.645
Std                0.320198
MedianAbsDev         0.1845
Meanvariance      0.0156186
Eta_e               462.582
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.582651
Period_fit       0.00573177
WMCC_Period        0.583002
WMCC_conf          0.999851
Name: Blind14A_01_S13_1333_3823, dtype: object
No lightcurve for other filter
0.58300203255
WMCC/LS =  1.00060277276
OLD WMCC period M=3 0.58300203255
NEW WMCC period M=1 0.58300203255
Blind14A_01_S13_1751_3366
Var_Type              RRLYR
FLUX_RADIUS            3.02
ELLIPTICITY       0.0623434
FWHM                   5.78
FLAGS                     0
Mean                20.3988
Median_g            20.3574
Std                0.193218
MedianAbsDev           0.18
Meanvariance     0.00947202
Eta_e                3685.9
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.426079
Period_fit       0.00129595
WMCC_Period         0.42477
WMCC_conf          0.999997
Name: Blind14A_01_S13_1751_3366, dtype: object
No lightcurve for other filter
0.424769596838
WMCC/LS =  0.996925779534
OLD WMCC period M=3 0.424769596838
NEW WMCC period M=1 0.424769596838
Blind14A_01_S13_1866_3620
Var_Type              RRLYR
FLUX_RADIUS           2.969
ELLIPTICITY       0.0757856
FWHM                   5.47
FLAGS                     3
Mean                20.3951
Median_g            20.3278
Std                0.196918
MedianAbsDev         0.1914
Meanvariance     0.00965519
Eta_e               856.391
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.377813
Period_fit        0.0101641
WMCC_Period        0.378404
WMCC_conf          0.999985
Name: Blind14A_01_S13_1866_3620, dtype: object
No lightcurve for other filter
0.378403901408
WMCC/LS =  1.00156494523
OLD WMCC period M=3 0.378403901408
NEW WMCC period M=1 0.378403901408
Blind14A_01_S18_1157_3284
Var_Type             RRLYR
FLUX_RADIUS          2.893
ELLIPTICITY      0.0671634
FWHM                 5.525
FLAGS                    0
Mean                20.682
Median_g            20.775
Std               0.270915
MedianAbsDev          0.15
Meanvariance     0.0130991
Eta_e              1250.38
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.612152
Period_fit       0.0037917
WMCC_Period       0.604878
WMCC_conf         0.999978
Name: Blind14A_01_S18_1157_3284, dtype: object
No lightcurve for other filter
0.604878281426
WMCC/LS =  0.988117573484
OLD WMCC period M=3 0.604878281426
NEW WMCC period M=1 0.604878281426
Blind14A_01_S19_0189_3679
Var_Type              RRLYR
FLUX_RADIUS          2.9845
ELLIPTICITY       0.0833974
FWHM                   5.92
FLAGS                     0
Mean                20.5468
Median_g            20.5986
Std                0.264215
MedianAbsDev         0.2277
Meanvariance      0.0128592
Eta_e               720.826
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.705986
Period_fit       0.00486184
WMCC_Period        0.705471
WMCC_conf          0.999985
Name: Blind14A_01_S19_0189_3679, dtype: object
No lightcurve for other filter
0.705470730853
WMCC/LS =  0.999270605397
OLD WMCC period M=3 0.705470730853
NEW WMCC period M=1 0.705470730853
Blind14A_01_S19_0353_0370
Var_Type              RRLYR
FLUX_RADIUS           3.001
ELLIPTICITY        0.105545
FWHM                  5.745
FLAGS                     0
Mean                20.5047
Median_g            20.5856
Std                0.252684
MedianAbsDev         0.1408
Meanvariance      0.0123233
Eta_e               1084.55
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS             0.6045
Period_fit       0.00728203
WMCC_Period        0.603746
WMCC_conf          0.999957
Name: Blind14A_01_S19_0353_0370, dtype: object
No lightcurve for other filter
0.603745550562
WMCC/LS =  0.99875156055
OLD WMCC period M=3 0.603745550562
NEW WMCC period M=1 0.603745550562
Blind14A_01_S19_0845_3598
Var_Type             RRLYR
FLUX_RADIUS          3.442
ELLIPTICITY       0.205087
FWHM                  6.12
FLAGS                    0
Mean               20.5686
Median_g           20.7107
Std                0.27631
MedianAbsDev        0.1046
Meanvariance     0.0134336
Eta_e              1296.81
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.593374
Period_fit       0.0318022
WMCC_Period       0.593739
WMCC_conf           0.9904
Name: Blind14A_01_S19_0845_3598, dtype: object
No lightcurve for other filter
0.593738718232
WMCC/LS =  1.00061387354
OLD WMCC period M=3 0.593738718232
NEW WMCC period M=1 0.593738718232
Blind14A_01_S19_0935_3298
Var_Type             RRLYR
FLUX_RADIUS           3.26
ELLIPTICITY       0.201915
FWHM                  6.27
FLAGS                    2
Mean               20.6339
Median_g           20.6639
Std               0.222171
MedianAbsDev        0.1742
Meanvariance     0.0107673
Eta_e               4292.7
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.608302
Period_fit       0.0288055
WMCC_Period       0.608302
WMCC_conf         0.997267
Name: Blind14A_01_S19_0935_3298, dtype: object
No lightcurve for other filter
0.608302120755
WMCC/LS =  1.0
OLD WMCC period M=3 0.608302120755
NEW WMCC period M=1 0.608302120755
Blind14A_01_S19_1076_0118
Var_Type              RRLYR
FLUX_RADIUS          2.8215
ELLIPTICITY       0.0640739
FWHM                   5.21
FLAGS                     0
Mean                20.5211
Median_g             20.607
Std                0.265495
MedianAbsDev         0.1882
Meanvariance      0.0129377
Eta_e               392.326
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.608302
Period_fit       0.00806529
WMCC_Period        0.608302
WMCC_conf          0.999994
Name: Blind14A_01_S19_1076_0118, dtype: object
No lightcurve for other filter
0.608302120755
WMCC/LS =  1.0
OLD WMCC period M=3 0.608302120755
NEW WMCC period M=1 0.608302120755
Blind14A_01_S19_1239_1699
Var_Type               RRLYR
FLUX_RADIUS            2.972
ELLIPTICITY        0.0601504
FWHM                   5.725
FLAGS                      0
Mean                 20.3222
Median_g             20.3657
Std                  0.21522
MedianAbsDev          0.1709
Meanvariance       0.0105904
Eta_e                2528.27
Pred_Var_Type            NaN
Prob_Pred                NaN
PeriodLS            0.316079
Period_fit       0.000421568
WMCC_Period         0.316389
WMCC_conf                  1
Name: Blind14A_01_S19_1239_1699, dtype: object
No lightcurve for other filter
0.316388737978
WMCC/LS =  1.00098135427
OLD WMCC period M=3 0.316388737978
NEW WMCC period M=1 0.316388737978
Blind14A_01_S19_1505_3950
Var_Type             RRLYR
FLUX_RADIUS          2.931
ELLIPTICITY      0.0842491
FWHM                  5.84
FLAGS                    0
Mean               20.6066
Median_g           20.7752
Std               0.328897
MedianAbsDev        0.0922
Meanvariance     0.0159608
Eta_e              1257.42
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.572308
Period_fit       0.0077421
WMCC_Period       0.572647
WMCC_conf         0.999699
Name: Blind14A_01_S19_1505_3950, dtype: object
No lightcurve for other filter
0.572646756661
WMCC/LS =  1.00059206631
OLD WMCC period M=3 0.572646756661
NEW WMCC period M=1 0.572646756661
Blind14A_01_S19_1634_2460
Var_Type               RRLYR
FLUX_RADIUS            2.978
ELLIPTICITY        0.0774908
FWHM                   5.855
FLAGS                      0
Mean                 20.4232
Median_g             20.4557
Std                 0.260781
MedianAbsDev          0.2587
Meanvariance       0.0127689
Eta_e                1723.32
Pred_Var_Type            NaN
Prob_Pred                NaN
PeriodLS            0.346667
Period_fit       0.000256861
WMCC_Period         0.347414
WMCC_conf                  1
Name: Blind14A_01_S19_1634_2460, dtype: object
No lightcurve for other filter
0.347413926724
WMCC/LS =  1.00215517241
OLD WMCC period M=3 0.347413926724
NEW WMCC period M=1 0.347413926724
Blind14A_01_S24_0567_3871
Var_Type               RRLYR
FLUX_RADIUS            2.992
ELLIPTICITY        0.0808824
FWHM                    5.63
FLAGS                      0
Mean                 20.5165
Median_g             20.5801
Std                 0.234479
MedianAbsDev          0.1711
Meanvariance       0.0114288
Eta_e                547.775
Pred_Var_Type            NaN
Prob_Pred                NaN
PeriodLS            0.301309
Period_fit       0.000179456
WMCC_Period         0.301027
WMCC_conf                  1
Name: Blind14A_01_S24_0567_3871, dtype: object
No lightcurve for other filter
0.301027193277
WMCC/LS =  0.999066293182
OLD WMCC period M=3 0.301027193277
NEW WMCC period M=1 0.301027193277
Blind14A_01_S24_1170_3313
Var_Type               RRLYR
FLUX_RADIUS           2.9975
ELLIPTICITY        0.0654206
FWHM                    5.81
FLAGS                      0
Mean                 20.4406
Median_g             20.4365
Std                 0.181541
MedianAbsDev          0.1621
Meanvariance      0.00888142
Eta_e                611.641
Pred_Var_Type            NaN
Prob_Pred                NaN
PeriodLS            0.394776
Period_fit       0.000314796
WMCC_Period         0.395098
WMCC_conf           0.999986
Name: Blind14A_01_S24_1170_3313, dtype: object
No lightcurve for other filter
0.395098191176
WMCC/LS =  1.00081699346
OLD WMCC period M=3 0.395098191176
NEW WMCC period M=1 0.395098191176
Blind14A_01_S28_0804_0529
Var_Type               RRLYR
FLUX_RADIUS            2.943
ELLIPTICITY        0.0701997
FWHM                   5.605
FLAGS                      0
Mean                 20.3997
Median_g             20.4392
Std                 0.208214
MedianAbsDev         0.16105
Meanvariance       0.0102067
Eta_e                2208.07
Pred_Var_Type            NaN
Prob_Pred                NaN
PeriodLS            0.671667
Period_fit       0.000847469
WMCC_Period         0.674477
WMCC_conf                  1
Name: Blind14A_01_S28_0804_0529, dtype: object
No lightcurve for other filter
0.674477246862
WMCC/LS =  1.00418410042
OLD WMCC period M=3 0.674477246862
NEW WMCC period M=1 0.674477246862
Blind14A_01_S4_1548_1607
Var_Type              RRLYR
FLUX_RADIUS          2.8975
ELLIPTICITY       0.0435179
FWHM                  5.375
FLAGS                     0
Mean                 17.562
Median_g            17.7383
Std                0.389823
MedianAbsDev         0.1616
Meanvariance      0.0221969
Eta_e               251.947
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.579162
Period_fit       0.00961194
WMCC_Period        0.579856
WMCC_conf          0.992429
Name: Blind14A_01_S4_1548_1607, dtype: object
No lightcurve for other filter
0.579856338129
WMCC/LS =  1.00119904077
OLD WMCC period M=3 0.579856338129
NEW WMCC period M=1 0.579856338129
Blind14A_01_S5_0793_1902
Var_Type              RRLYR
FLUX_RADIUS          2.8105
ELLIPTICITY       0.0658552
FWHM                  5.465
FLAGS                     0
Mean                 20.577
Median_g            20.7085
Std                0.282938
MedianAbsDev        0.14945
Meanvariance      0.0137502
Eta_e               908.973
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.649128
Period_fit       0.00489835
WMCC_Period        0.648692
WMCC_conf          0.999222
Name: Blind14A_01_S5_0793_1902, dtype: object
No lightcurve for other filter
0.648692402414
WMCC/LS =  0.999329309188
OLD WMCC period M=3 0.648692402414
NEW WMCC period M=1 0.648692402414
Blind14A_01_S5_1095_2850
Var_Type              RRLYR
FLUX_RADIUS          2.9435
ELLIPTICITY       0.0457981
FWHM                   5.51
FLAGS                     0
Mean                 16.957
Median_g            17.0228
Std                0.328556
MedianAbsDev         0.2132
Meanvariance      0.0193758
Eta_e               34.6446
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.565614
Period_fit       0.00380296
WMCC_Period       0.0845973
WMCC_conf          0.999999
Name: Blind14A_01_S5_1095_2850, dtype: object
No lightcurve for other filter
0.0845972511152
WMCC/LS =  0.149567042771
OLD WMCC period M=3 0.0845972511152
NEW WMCC period M=1 0.0845972511152
Blind14A_01_S7_0897_1381
Var_Type              RRLYR
FLUX_RADIUS           2.865
ELLIPTICITY       0.0689013
FWHM                   5.63
FLAGS                     0
Mean                20.3064
Median_g            20.3255
Std                0.233312
MedianAbsDev          0.201
Meanvariance      0.0114896
Eta_e               1696.96
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.727218
Period_fit       0.00154378
WMCC_Period        0.726126
WMCC_conf          0.999997
Name: Blind14A_01_S7_0897_1381, dtype: object
No lightcurve for other filter
0.726126405405
WMCC/LS =  0.998498498498
OLD WMCC period M=3 0.726126405405
NEW WMCC period M=1 0.726126405405
Blind14A_01_S7_1334_0297
Var_Type               RRLYR
FLUX_RADIUS           2.9675
ELLIPTICITY        0.0662899
FWHM                   5.715
FLAGS                      0
Mean                 20.1105
Median_g             20.1316
Std                   0.1861
MedianAbsDev          0.1639
Meanvariance      0.00925386
Eta_e                1782.84
Pred_Var_Type            NaN
Prob_Pred                NaN
PeriodLS            0.460572
Period_fit       0.000951984
WMCC_Period         0.459915
WMCC_conf                  1
Name: Blind14A_01_S7_1334_0297, dtype: object
No lightcurve for other filter
0.459914584879
WMCC/LS =  0.998573466478
OLD WMCC period M=3 0.459914584879
NEW WMCC period M=1 0.459914584879
Blind14A_01_S7_1400_0360
Var_Type             RRLYR
FLUX_RADIUS         2.8705
ELLIPTICITY      0.0689005
FWHM                   5.8
FLAGS                    0
Mean               20.6138
Median_g           20.7505
Std               0.320758
MedianAbsDev        0.1474
Meanvariance     0.0155604
Eta_e              654.721
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.600746
Period_fit       0.0204509
WMCC_Period       0.600373
WMCC_conf         0.994769
Name: Blind14A_01_S7_1400_0360, dtype: object
No lightcurve for other filter
0.600372670391
WMCC/LS =  0.999379267535
OLD WMCC period M=3 0.600372670391
NEW WMCC period M=1 0.600372670391
Blind14A_01_S7_1602_3162
Var_Type              RRLYR
FLUX_RADIUS           3.044
ELLIPTICITY       0.0913174
FWHM                  5.865
FLAGS                     0
Mean                20.5433
Median_g            20.6005
Std                 0.19653
MedianAbsDev         0.1087
Meanvariance      0.0095666
Eta_e               2496.25
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.636316
Period_fit       0.00272954
WMCC_Period         0.63092
WMCC_conf          0.999276
Name: Blind14A_01_S7_1602_3162, dtype: object
No lightcurve for other filter
0.630920007828
WMCC/LS =  0.991519895631
OLD WMCC period M=3 0.630920007828
NEW WMCC period M=1 0.630920007828
Blind14A_01_S7_1787_1290
Var_Type              RRLYR
FLUX_RADIUS           2.924
ELLIPTICITY       0.0762123
FWHM                  5.755
FLAGS                     0
Mean                20.5492
Median_g            20.6276
Std                0.247281
MedianAbsDev        0.15955
Meanvariance      0.0120336
Eta_e               629.457
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.653514
Period_fit       0.00193423
WMCC_Period         0.39901
WMCC_conf          0.999929
Name: Blind14A_01_S7_1787_1290, dtype: object
No lightcurve for other filter
0.399010054455
WMCC/LS =  0.610561056105
OLD WMCC period M=3 0.399010054455
NEW WMCC period M=1 0.399010054455
Blind14A_03_S6_1678_2723
Var_Type             RRLYR
FLUX_RADIUS          2.992
ELLIPTICITY      0.0494297
FWHM                  5.66
FLAGS                    0
Mean               16.4795
Median_g           16.6245
Std               0.409539
MedianAbsDev        0.3053
Meanvariance     0.0248514
Eta_e              60.6366
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.608529
Period_fit        0.583304
WMCC_Period       0.609679
WMCC_conf         0.999723
Name: Blind14A_03_S6_1678_2723, dtype: object
No lightcurve for other filter
0.609679122873
WMCC/LS =  1.00189035917
OLD WMCC period M=3 0.609679122873
NEW WMCC period M=1 0.609679122873
Blind14A_04_S28_0241_2904
Var_Type             RRLYR
FLUX_RADIUS          3.062
ELLIPTICITY      0.0680336
FWHM                  5.66
FLAGS                    0
Mean               16.0985
Median_g           16.1525
Std               0.286123
MedianAbsDev          0.22
Meanvariance     0.0177733
Eta_e              82.6647
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.607957
Period_fit        0.525904
WMCC_Period       0.607957
WMCC_conf         0.999991
Name: Blind14A_04_S28_0241_2904, dtype: object
No lightcurve for other filter
0.607957343396
WMCC/LS =  1.0
OLD WMCC period M=3 0.607957343396
NEW WMCC period M=1 0.607957343396
Blind14A_04_S9_0141_2507
Var_Type              RRLYR
FLUX_RADIUS           2.822
ELLIPTICITY        0.052556
FWHM                   5.24
FLAGS                     0
Mean                18.1223
Median_g            18.1479
Std                0.123185
MedianAbsDev        0.09285
Meanvariance     0.00679747
Eta_e                64.537
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.644435
Period_fit         0.585205
WMCC_Period        0.645726
WMCC_conf          0.999753
Name: Blind14A_04_S9_0141_2507, dtype: object
No lightcurve for other filter
0.645726236473
WMCC/LS =  1.00200400802
OLD WMCC period M=3 0.645726236473
NEW WMCC period M=1 0.645726236473
Blind14A_05_N22_0800_3356
Var_Type             RRLYR
FLUX_RADIUS          2.856
ELLIPTICITY      0.0574929
FWHM                   5.2
FLAGS                    0
Mean               20.6404
Median_g           20.6984
Std               0.217347
MedianAbsDev        0.1595
Meanvariance     0.0105302
Eta_e               60.522
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.624126
Period_fit        0.307319
WMCC_Period       0.620125
WMCC_conf         0.999778
Name: Blind14A_05_N22_0800_3356, dtype: object
No lightcurve for other filter
0.620124946154
WMCC/LS =  0.99358974359
OLD WMCC period M=3 0.620124946154
NEW WMCC period M=1 0.620124946154
Blind14A_05_N22_1521_2593
Var_Type             RRLYR
FLUX_RADIUS          2.849
ELLIPTICITY      0.0503324
FWHM                  5.08
FLAGS                    0
Mean               19.6221
Median_g           19.7527
Std               0.252069
MedianAbsDev        0.0899
Meanvariance     0.0128462
Eta_e              47.1556
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.488583
Period_fit        0.321251
WMCC_Period       0.974214
WMCC_conf                1
Name: Blind14A_05_N22_1521_2593, dtype: object
No lightcurve for other filter
0.974214416918
WMCC/LS =  1.99395770393
OLD WMCC period M=3 0.974214416918
NEW WMCC period M=1 0.974214416918
Blind14A_05_S13_0852_2240
Var_Type             RRLYR
FLUX_RADIUS          3.002
ELLIPTICITY      0.0627929
FWHM                  5.57
FLAGS                    0
Mean               20.6411
Median_g           20.7596
Std               0.344054
MedianAbsDev         0.255
Meanvariance     0.0166684
Eta_e              96.5534
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS           0.54348
Period_fit        0.768856
WMCC_Period       0.534768
WMCC_conf         0.999042
Name: Blind14A_05_S13_0852_2240, dtype: object
No lightcurve for other filter
0.534767781095
WMCC/LS =  0.983969043671
OLD WMCC period M=3 0.534767781095
NEW WMCC period M=1 0.534767781095
Blind14A_06_N17_1074_1426
Var_Type             RRLYR
FLUX_RADIUS         2.8795
ELLIPTICITY      0.0426039
FWHM                 5.315
FLAGS                    0
Mean               16.1852
Median_g           16.1564
Std               0.360174
MedianAbsDev       0.10055
Meanvariance     0.0222534
Eta_e              15.3186
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS           96.7368
Period_fit        0.868337
WMCC_Period      0.0206464
WMCC_conf         0.253334
Name: Blind14A_06_N17_1074_1426, dtype: object
No lightcurve for other filter
0.0206464350109
WMCC/LS =  0.000213428949503
OLD WMCC period M=3 0.0206464350109
NEW WMCC period M=1 0.0206464350109
Blind14A_06_N18_1452_3877
Var_Type             RRLYR
FLUX_RADIUS          2.747
ELLIPTICITY       0.070632
FWHM                  5.03
FLAGS                    3
Mean               18.2922
Median_g            18.365
Std               0.293526
MedianAbsDev        0.1841
Meanvariance     0.0160465
Eta_e              52.5452
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.579262
Period_fit        0.573418
WMCC_Period       0.581002
WMCC_conf         0.996872
Name: Blind14A_06_N18_1452_3877, dtype: object
No lightcurve for other filter
0.581001841441
WMCC/LS =  1.003003003
OLD WMCC period M=3 0.581001841441
NEW WMCC period M=1 0.581001841441
Blind14A_06_N23_1373_1459
Var_Type             RRLYR
FLUX_RADIUS          2.642
ELLIPTICITY      0.0723562
FWHM                  4.69
FLAGS                    0
Mean               20.4828
Median_g           20.5672
Std               0.360823
MedianAbsDev        0.2358
Meanvariance     0.0176159
Eta_e              59.1155
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.662581
Period_fit        0.443558
WMCC_Period        1.97826
WMCC_conf         0.997512
Name: Blind14A_06_N23_1373_1459, dtype: object
No lightcurve for other filter
1.97825780368
WMCC/LS =  2.98568507157
OLD WMCC period M=3 1.97825780368
NEW WMCC period M=1 1.97825780368
Blind14A_06_N28_1165_1620
Var_Type             RRLYR
FLUX_RADIUS          2.738
ELLIPTICITY      0.0610329
FWHM                  4.82
FLAGS                    0
Mean               20.3601
Median_g           20.3753
Std               0.213846
MedianAbsDev        0.1956
Meanvariance     0.0105032
Eta_e              107.018
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.385406
Period_fit        0.211114
WMCC_Period       0.386175
WMCC_conf         0.999981
Name: Blind14A_06_N28_1165_1620, dtype: object
No lightcurve for other filter
0.386174876647
WMCC/LS =  1.00199600798
OLD WMCC period M=3 0.386174876647
NEW WMCC period M=1 0.386174876647
Blind14A_06_N28_1437_2543
Var_Type             RRLYR
FLUX_RADIUS          2.696
ELLIPTICITY      0.0774908
FWHM                  4.87
FLAGS                    0
Mean               20.5605
Median_g           20.7057
Std               0.266498
MedianAbsDev        0.1322
Meanvariance     0.0129616
Eta_e              65.4687
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.632267
Period_fit        0.758734
WMCC_Period       0.633509
WMCC_conf         0.990262
Name: Blind14A_06_N28_1437_2543, dtype: object
No lightcurve for other filter
0.633508884086
WMCC/LS =  1.00196463654
OLD WMCC period M=3 0.633508884086
NEW WMCC period M=1 0.633508884086
Blind14A_06_N28_1884_0639
Var_Type             RRLYR
FLUX_RADIUS          2.733
ELLIPTICITY      0.0592662
FWHM                  4.86
FLAGS                    0
Mean               20.4932
Median_g           20.4278
Std               0.234022
MedianAbsDev        0.2288
Meanvariance     0.0114195
Eta_e              111.745
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.360958
Period_fit        0.207605
WMCC_Period       0.361093
WMCC_conf                1
Name: Blind14A_06_N28_1884_0639, dtype: object
No lightcurve for other filter
0.361092969765
WMCC/LS =  1.00037327361
OLD WMCC period M=3 0.361092969765
NEW WMCC period M=1 0.361092969765
Blind14A_07_N1_1834_0809
Var_Type             RRLYR
FLUX_RADIUS          2.824
ELLIPTICITY      0.0723562
FWHM                  5.65
FLAGS                    3
Mean               20.4418
Median_g           20.5168
Std                0.26593
MedianAbsDev        0.1788
Meanvariance     0.0130091
Eta_e               67.639
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.622947
Period_fit        0.426612
WMCC_Period       0.622545
WMCC_conf         0.999488
Name: Blind14A_07_N1_1834_0809, dtype: object
No lightcurve for other filter
0.622544940039
WMCC/LS =  0.999355254676
OLD WMCC period M=3 0.622544940039
NEW WMCC period M=1 0.622544940039
Blind14A_07_N8_1153_2178
Var_Type              RRLYR
FLUX_RADIUS           2.764
ELLIPTICITY       0.0610329
FWHM                    5.3
FLAGS                     1
Mean                20.2259
Median_g            20.3145
Std                0.160759
MedianAbsDev         0.1149
Meanvariance     0.00794815
Eta_e               186.698
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.303637
Period_fit          0.24403
WMCC_Period        0.304788
WMCC_conf          0.999999
Name: Blind14A_07_N8_1153_2178, dtype: object
No lightcurve for other filter
0.304787626894
WMCC/LS =  1.00378787879
OLD WMCC period M=3 0.304787626894
NEW WMCC period M=1 0.304787626894
Blind14A_07_S14_0490_1555
Var_Type             RRLYR
FLUX_RADIUS          2.707
ELLIPTICITY      0.0740741
FWHM                  4.82
FLAGS                    3
Mean               20.4676
Median_g           20.4948
Std               0.286106
MedianAbsDev        0.1936
Meanvariance     0.0139784
Eta_e              65.3292
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.542453
Period_fit         0.71841
WMCC_Period       0.541845
WMCC_conf         0.999927
Name: Blind14A_07_S14_0490_1555, dtype: object
No lightcurve for other filter
0.541844670034
WMCC/LS =  0.998877665544
OLD WMCC period M=3 0.541844670034
NEW WMCC period M=1 0.541844670034
Blind14A_07_S14_0950_1453
Var_Type             RRLYR
FLUX_RADIUS          2.761
ELLIPTICITY      0.0680336
FWHM                  4.95
FLAGS                    3
Mean               20.7042
Median_g           20.8638
Std               0.357766
MedianAbsDev        0.1061
Meanvariance     0.0172799
Eta_e              56.9695
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.490136
Period_fit        0.996421
WMCC_Period       0.978285
WMCC_conf         0.978417
Name: Blind14A_07_S14_0950_1453, dtype: object
No lightcurve for other filter
0.978284905775
WMCC/LS =  1.9959473151
OLD WMCC period M=3 0.978284905775
NEW WMCC period M=1 0.978284905775
Blind14A_07_S14_0957_2906
Var_Type             RRLYR
FLUX_RADIUS          2.658
ELLIPTICITY      0.0627929
FWHM                  5.49
FLAGS                    3
Mean               20.5393
Median_g           20.6435
Std               0.231157
MedianAbsDev        0.1271
Meanvariance     0.0112544
Eta_e              91.8371
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.615011
Period_fit        0.783303
WMCC_Period       0.617765
WMCC_conf         0.982357
Name: Blind14A_07_S14_0957_2906, dtype: object
No lightcurve for other filter
0.617765324376
WMCC/LS =  1.00447856686
OLD WMCC period M=3 0.617765324376
NEW WMCC period M=1 0.617765324376
Blind14A_07_S14_1047_3035
Var_Type             RRLYR
FLUX_RADIUS          2.801
ELLIPTICITY      0.0480463
FWHM                 5.015
FLAGS                    3
Mean               18.5736
Median_g           18.7433
Std               0.276772
MedianAbsDev       0.09205
Meanvariance     0.0149014
Eta_e              2.99262
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS         0.0947563
Period_fit        0.252223
WMCC_Period      0.0946913
WMCC_conf                1
Name: Blind14A_07_S14_1047_3035, dtype: object
No lightcurve for other filter
0.0946913015593
WMCC/LS =  0.999313523585
OLD WMCC period M=3 0.0946913015593
NEW WMCC period M=1 0.0946913015593
Blind14A_07_S14_1229_2894
Var_Type             RRLYR
FLUX_RADIUS          2.648
ELLIPTICITY      0.0592662
FWHM                  5.35
FLAGS                    3
Mean               20.5485
Median_g           20.6581
Std               0.295628
MedianAbsDev         0.149
Meanvariance     0.0143868
Eta_e              85.8131
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.539423
Period_fit        0.414075
WMCC_Period       0.543675
WMCC_conf         0.979066
Name: Blind14A_07_S14_1229_2894, dtype: object
No lightcurve for other filter
0.543675226351
WMCC/LS =  1.00788288288
OLD WMCC period M=3 0.543675226351
NEW WMCC period M=1 0.543675226351
Blind14A_07_S14_1480_0556
Var_Type             RRLYR
FLUX_RADIUS          2.724
ELLIPTICITY      0.0627929
FWHM                   5.3
FLAGS                    3
Mean               20.5344
Median_g           20.5969
Std               0.238577
MedianAbsDev        0.1575
Meanvariance     0.0116184
Eta_e              93.8813
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.622947
Period_fit        0.739433
WMCC_Period       0.622545
WMCC_conf         0.958208
Name: Blind14A_07_S14_1480_0556, dtype: object
No lightcurve for other filter
0.622544940039
WMCC/LS =  0.999355254676
OLD WMCC period M=3 0.622544940039
NEW WMCC period M=1 0.622544940039
Blind14A_07_S14_1500_0224
Var_Type             RRLYR
FLUX_RADIUS           2.79
ELLIPTICITY      0.0645463
FWHM                  5.56
FLAGS                    3
Mean               20.4322
Median_g           20.4357
Std               0.251724
MedianAbsDev        0.2255
Meanvariance       0.01232
Eta_e               93.163
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.347326
Period_fit        0.165354
WMCC_Period       0.346454
WMCC_conf                1
Name: Blind14A_07_S14_1500_0224, dtype: object
No lightcurve for other filter
0.346453965554
WMCC/LS =  0.997488338713
OLD WMCC period M=3 0.346453965554
NEW WMCC period M=1 0.346453965554
Blind14A_07_S14_1589_3012
Var_Type             RRLYR
FLUX_RADIUS          2.663
ELLIPTICITY      0.0448902
FWHM                  5.14
FLAGS                    3
Mean               20.4363
Median_g           20.6443
Std               0.363663
MedianAbsDev       0.17965
Meanvariance      0.017795
Eta_e              74.8845
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.548618
Period_fit        0.762679
WMCC_Period       0.550181
WMCC_conf         0.996398
Name: Blind14A_07_S14_1589_3012, dtype: object
No lightcurve for other filter
0.55018074188
WMCC/LS =  1.00284900285
OLD WMCC period M=3 0.55018074188
NEW WMCC period M=1 0.55018074188
Blind14A_07_S15_0214_3488
Var_Type             RRLYR
FLUX_RADIUS          2.648
ELLIPTICITY      0.0430622
FWHM                  4.88
FLAGS                    3
Mean               20.3772
Median_g           20.4928
Std               0.254222
MedianAbsDev        0.1271
Meanvariance     0.0124758
Eta_e              65.2615
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.689691
Period_fit        0.775242
WMCC_Period       0.689199
WMCC_conf            0.965
Name: Blind14A_07_S15_0214_3488, dtype: object
No lightcurve for other filter
0.689198573876
WMCC/LS =  0.999286224127
OLD WMCC period M=3 0.689198573876
NEW WMCC period M=1 0.689198573876
Blind14A_07_S15_0412_0595
Var_Type              RRLYR
FLUX_RADIUS           2.645
ELLIPTICITY       0.0548204
FWHM                   5.18
FLAGS                     3
Mean                20.3644
Median_g            20.3774
Std                0.158404
MedianAbsDev        0.11485
Meanvariance     0.00777849
Eta_e               32.2154
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.772454
Period_fit         0.503972
WMCC_Period        0.775556
WMCC_conf           0.99911
Name: Blind14A_07_S15_0412_0595, dtype: object
No lightcurve for other filter
0.775555985542
WMCC/LS =  1.00401606426
OLD WMCC period M=3 0.775555985542
NEW WMCC period M=1 0.775555985542
Blind14A_07_S16_0288_2744
Var_Type             RRLYR
FLUX_RADIUS         2.8705
ELLIPTICITY      0.0471167
FWHM                 5.105
FLAGS                    3
Mean               16.0943
Median_g           16.1838
Std               0.466352
MedianAbsDev       0.18285
Meanvariance     0.0289761
Eta_e              39.3657
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.561376
Period_fit        0.999951
WMCC_Period      0.0849448
WMCC_conf          0.67007
Name: Blind14A_07_S16_0288_2744, dtype: object
No lightcurve for other filter
0.084944770124
WMCC/LS =  0.151315210697
OLD WMCC period M=3 0.084944770124
NEW WMCC period M=1 0.084944770124
Blind14A_07_S16_0312_1257
Var_Type             RRLYR
FLUX_RADIUS          2.588
ELLIPTICITY      0.0521327
FWHM                  5.02
FLAGS                    3
Mean               20.4202
Median_g           20.4777
Std               0.311691
MedianAbsDev        0.2482
Meanvariance     0.0152639
Eta_e               69.237
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.661347
Period_fit        0.663489
WMCC_Period        1.98676
WMCC_conf         0.999683
Name: Blind14A_07_S16_0312_1257, dtype: object
No lightcurve for other filter
1.98676379012
WMCC/LS =  3.00411522633
OLD WMCC period M=3 1.98676379012
NEW WMCC period M=1 1.98676379012
Blind14A_07_S1_0941_2174
Var_Type             RRLYR
FLUX_RADIUS          2.741
ELLIPTICITY      0.0933817
FWHM                  5.57
FLAGS                    0
Mean               20.4031
Median_g           20.5391
Std               0.353877
MedianAbsDev        0.1943
Meanvariance     0.0173443
Eta_e              92.8523
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.607275
Period_fit        0.675229
WMCC_Period       0.607275
WMCC_conf         0.982455
Name: Blind14A_07_S1_0941_2174, dtype: object
No lightcurve for other filter
0.607274969811
WMCC/LS =  1.0
OLD WMCC period M=3 0.607274969811
NEW WMCC period M=1 0.607274969811
Blind14A_07_S1_0953_1007
Var_Type             RRLYR
FLUX_RADIUS          2.751
ELLIPTICITY       0.070632
FWHM                  5.58
FLAGS                    3
Mean               20.5483
Median_g           20.6394
Std               0.265822
MedianAbsDev         0.147
Meanvariance     0.0129364
Eta_e              87.7385
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.607275
Period_fit        0.782102
WMCC_Period       0.606131
WMCC_conf         0.985614
Name: Blind14A_07_S1_0953_1007, dtype: object
No lightcurve for other filter
0.6061313258
WMCC/LS =  0.998116760829
OLD WMCC period M=3 0.6061313258
NEW WMCC period M=1 0.6061313258
Blind14A_07_S1_1917_0611
Var_Type             RRLYR
FLUX_RADIUS         2.9775
ELLIPTICITY       0.144545
FWHM                 5.885
FLAGS                    3
Mean               20.2664
Median_g           20.3413
Std                0.24238
MedianAbsDev       0.16545
Meanvariance     0.0119597
Eta_e              59.9794
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.665908
Period_fit        0.506181
WMCC_Period        0.66362
WMCC_conf         0.998524
Name: Blind14A_07_S1_1917_0611, dtype: object
No lightcurve for other filter
0.663620070103
WMCC/LS =  0.996563573884
OLD WMCC period M=3 0.663620070103
NEW WMCC period M=1 0.663620070103
Blind14A_07_S20_0139_0561
Var_Type             RRLYR
FLUX_RADIUS           3.03
ELLIPTICITY       0.137187
FWHM                  5.83
FLAGS                    3
Mean                 20.48
Median_g           20.5063
Std               0.195634
MedianAbsDev         0.198
Meanvariance     0.0095524
Eta_e              134.658
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.344845
Period_fit        0.187918
WMCC_Period       0.344599
WMCC_conf                1
Name: Blind14A_07_S20_0139_0561, dtype: object
No lightcurve for other filter
0.344599286938
WMCC/LS =  0.999286224125
OLD WMCC period M=3 0.344599286938
NEW WMCC period M=1 0.344599286938
Blind14A_07_S20_0151_1952
Var_Type              RRLYR
FLUX_RADIUS           2.716
ELLIPTICITY       0.0689013
FWHM                   5.25
FLAGS                     3
Mean                20.6043
Median_g            20.6201
Std                0.195525
MedianAbsDev         0.2034
Meanvariance     0.00948955
Eta_e               101.445
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.368537
Period_fit         0.127709
WMCC_Period        0.368256
WMCC_conf                 1
Name: Blind14A_07_S20_0151_1952, dtype: object
No lightcurve for other filter
0.368255988558
WMCC/LS =  0.999237223493
OLD WMCC period M=3 0.368255988558
NEW WMCC period M=1 0.368255988558
Blind14A_07_S20_0242_1879
Var_Type             RRLYR
FLUX_RADIUS          2.721
ELLIPTICITY      0.0619137
FWHM                  5.23
FLAGS                    1
Mean               20.6652
Median_g           20.7533
Std               0.265713
MedianAbsDev       0.17935
Meanvariance      0.012858
Eta_e              93.5822
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.607275
Period_fit        0.918211
WMCC_Period       0.606131
WMCC_conf         0.987302
Name: Blind14A_07_S20_0242_1879, dtype: object
No lightcurve for other filter
0.6061313258
WMCC/LS =  0.998116760829
OLD WMCC period M=3 0.6061313258
NEW WMCC period M=1 0.6061313258
Blind14A_07_S20_1658_3481
Var_Type             RRLYR
FLUX_RADIUS          2.585
ELLIPTICITY      0.0539262
FWHM                  4.89
FLAGS                    3
Mean               20.6892
Median_g            20.799
Std                0.26128
MedianAbsDev        0.1306
Meanvariance     0.0126288
Eta_e              62.6963
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.607275
Period_fit        0.682824
WMCC_Period       0.599359
WMCC_conf         0.992389
Name: Blind14A_07_S20_1658_3481, dtype: object
No lightcurve for other filter
0.599358908752
WMCC/LS =  0.98696461825
OLD WMCC period M=3 0.599358908752
NEW WMCC period M=1 0.599358908752
Blind14A_07_S21_0471_2130
Var_Type              RRLYR
FLUX_RADIUS           2.745
ELLIPTICITY        0.118943
FWHM                   5.29
FLAGS                     3
Mean                20.5734
Median_g            20.5754
Std                 0.17322
MedianAbsDev         0.1598
Meanvariance     0.00841963
Eta_e               61.6363
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.615011
Period_fit         0.308619
WMCC_Period        0.611893
WMCC_conf          0.999889
Name: Blind14A_07_S21_0471_2130, dtype: object
No lightcurve for other filter
0.611893030418
WMCC/LS =  0.994930291508
OLD WMCC period M=3 0.611893030418
NEW WMCC period M=1 0.611893030418
Blind14A_07_S24_0258_1429
Var_Type             RRLYR
FLUX_RADIUS          2.804
ELLIPTICITY       0.047619
FWHM                  4.99
FLAGS                    3
Mean               17.1493
Median_g           17.1951
Std               0.171903
MedianAbsDev        0.1279
Meanvariance     0.0100239
Eta_e              55.9785
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS           0.63109
Period_fit         0.39972
WMCC_Period       0.634824
WMCC_conf         0.996667
Name: Blind14A_07_S24_0258_1429, dtype: object
No lightcurve for other filter
0.634823932939
WMCC/LS =  1.00591715976
OLD WMCC period M=3 0.634823932939
NEW WMCC period M=1 0.634823932939
Blind14A_07_S25_0352_1187
Var_Type              RRLYR
FLUX_RADIUS           2.752
ELLIPTICITY       0.0842491
FWHM                   5.07
FLAGS                     3
Mean                20.2437
Median_g            20.3543
Std                0.196323
MedianAbsDev        0.11035
Meanvariance     0.00969798
Eta_e               53.5264
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS            0.72599
Period_fit         0.670774
WMCC_Period       0.0421387
WMCC_conf          0.741374
Name: Blind14A_07_S25_0352_1187, dtype: object
No lightcurve for other filter
0.0421387449594
WMCC/LS =  0.0580431177446
OLD WMCC period M=3 0.0421387449594
NEW WMCC period M=1 0.0421387449594
Blind14A_07_S25_1039_2214
Var_Type             RRLYR
FLUX_RADIUS          2.729
ELLIPTICITY      0.0610329
FWHM                  4.97
FLAGS                    3
Mean                20.009
Median_g           19.9828
Std               0.234842
MedianAbsDev       0.18835
Meanvariance     0.0117368
Eta_e              103.593
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.412636
Period_fit        0.304577
WMCC_Period      0.0173395
WMCC_conf         0.867815
Name: Blind14A_07_S25_1039_2214, dtype: object
No lightcurve for other filter
0.0173394964982
WMCC/LS =  0.042021333908
OLD WMCC period M=3 0.0173394964982
NEW WMCC period M=1 0.0173394964982
Blind14A_07_S26_0498_1933
Var_Type              RRLYR
FLUX_RADIUS           2.693
ELLIPTICITY       0.0723562
FWHM                   5.49
FLAGS                     3
Mean                20.3703
Median_g            20.3658
Std                0.177349
MedianAbsDev        0.12865
Meanvariance     0.00870627
Eta_e               98.9461
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.405701
Period_fit         0.604775
WMCC_Period        0.406384
WMCC_conf          0.990857
Name: Blind14A_07_S26_0498_1933, dtype: object
No lightcurve for other filter
0.406383502525
WMCC/LS =  1.00168350168
OLD WMCC period M=3 0.406383502525
NEW WMCC period M=1 0.406383502525
Blind14A_07_S2_0635_0290
Var_Type             RRLYR
FLUX_RADIUS          2.716
ELLIPTICITY      0.0539262
FWHM                  4.96
FLAGS                    1
Mean               20.5589
Median_g           20.6032
Std               0.308981
MedianAbsDev        0.2739
Meanvariance     0.0150291
Eta_e              59.5378
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.592373
Period_fit        0.734352
WMCC_Period       0.592736
WMCC_conf         0.999628
Name: Blind14A_07_S2_0635_0290, dtype: object
No lightcurve for other filter
0.592736158379
WMCC/LS =  1.00061387354
OLD WMCC period M=3 0.592736158379
NEW WMCC period M=1 0.592736158379
Blind14A_07_S4_1163_3893
Var_Type             RRLYR
FLUX_RADIUS          2.675
ELLIPTICITY      0.0430622
FWHM                   4.8
FLAGS                    3
Mean               16.6434
Median_g           16.7471
Std               0.186532
MedianAbsDev        0.1519
Meanvariance     0.0112076
Eta_e              134.474
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.330674
Period_fit        0.146064
WMCC_Period       0.330447
WMCC_conf                1
Name: Blind14A_07_S4_1163_3893, dtype: object
No lightcurve for other filter
0.330447365503
WMCC/LS =  0.999315537303
OLD WMCC period M=3 0.330447365503
NEW WMCC period M=1 0.330447365503
Blind14A_07_S6_1517_2631
Var_Type             RRLYR
FLUX_RADIUS          2.722
ELLIPTICITY      0.0448902
FWHM                  5.15
FLAGS                    3
Mean               19.6327
Median_g           19.7588
Std                0.30741
MedianAbsDev        0.1892
Meanvariance     0.0156581
Eta_e              94.4606
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.429141
Period_fit        0.305597
WMCC_Period       0.430288
WMCC_conf         0.999909
Name: Blind14A_07_S6_1517_2631, dtype: object
No lightcurve for other filter
0.430288414438
WMCC/LS =  1.00267379679
OLD WMCC period M=3 0.430288414438
NEW WMCC period M=1 0.430288414438
Blind14A_07_S8_0161_2158
Var_Type             RRLYR
FLUX_RADIUS           2.65
ELLIPTICITY      0.0610329
FWHM                  4.91
FLAGS                    1
Mean                20.577
Median_g           20.6999
Std               0.292728
MedianAbsDev        0.1639
Meanvariance      0.014226
Eta_e              84.1632
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.615011
Period_fit        0.923079
WMCC_Period       0.614228
WMCC_conf         0.944642
Name: Blind14A_07_S8_0161_2158, dtype: object
No lightcurve for other filter
0.6142285
WMCC/LS =  0.998727735369
OLD WMCC period M=3 0.6142285
NEW WMCC period M=1 0.6142285
Blind14A_07_S8_0526_0478
Var_Type             RRLYR
FLUX_RADIUS          2.701
ELLIPTICITY      0.0662932
FWHM                  5.38
FLAGS                    1
Mean               20.5261
Median_g           20.5799
Std               0.303473
MedianAbsDev         0.284
Meanvariance     0.0147847
Eta_e              71.6886
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS           0.58876
Period_fit        0.499639
WMCC_Period       0.588402
WMCC_conf         0.999747
Name: Blind14A_07_S8_0526_0478, dtype: object
No lightcurve for other filter
0.588401707495
WMCC/LS =  0.999390615478
OLD WMCC period M=3 0.588401707495
NEW WMCC period M=1 0.588401707495
Blind14A_07_S8_0763_0093
Var_Type             RRLYR
FLUX_RADIUS          2.676
ELLIPTICITY      0.0740741
FWHM                  5.14
FLAGS                    1
Mean               20.6521
Median_g            20.715
Std               0.215706
MedianAbsDev       0.14645
Meanvariance     0.0104448
Eta_e              69.3818
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.626992
Period_fit        0.484472
WMCC_Period       0.628624
WMCC_conf         0.999246
Name: Blind14A_07_S8_0763_0093, dtype: object
No lightcurve for other filter
0.628624480469
WMCC/LS =  1.00260416667
OLD WMCC period M=3 0.628624480469
NEW WMCC period M=1 0.628624480469
Blind14A_07_S8_0972_0794
Var_Type             RRLYR
FLUX_RADIUS          2.758
ELLIPTICITY      0.0697674
FWHM                  4.91
FLAGS                    3
Mean               20.4952
Median_g           20.4393
Std               0.208059
MedianAbsDev        0.1952
Meanvariance     0.0101516
Eta_e              68.2515
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.395724
Period_fit        0.342159
WMCC_Period       0.396374
WMCC_conf         0.999995
Name: Blind14A_07_S8_0972_0794, dtype: object
No lightcurve for other filter
0.39637405665
WMCC/LS =  1.00164203612
OLD WMCC period M=3 0.39637405665
NEW WMCC period M=1 0.39637405665
Blind14A_07_S8_1713_2278
Var_Type             RRLYR
FLUX_RADIUS          2.631
ELLIPTICITY      0.0521327
FWHM                  4.95
FLAGS                    3
Mean               20.5172
Median_g            20.617
Std               0.228924
MedianAbsDev       0.07235
Meanvariance     0.0111577
Eta_e              54.3919
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.615011
Period_fit         0.61501
WMCC_Period       0.616582
WMCC_conf         0.983842
Name: Blind14A_07_S8_1713_2278, dtype: object
No lightcurve for other filter
0.6165818659
WMCC/LS =  1.00255427842
OLD WMCC period M=3 0.6165818659
NEW WMCC period M=1 0.6165818659
Blind14A_08_N1_0127_3908
Var_Type             RRLYR
FLUX_RADIUS          2.686
ELLIPTICITY      0.0467112
FWHM                  4.87
FLAGS                    0
Mean                17.869
Median_g           17.9108
Std               0.233222
MedianAbsDev        0.2355
Meanvariance     0.0130518
Eta_e              129.869
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.375707
Period_fit        0.161295
WMCC_Period       0.375561
WMCC_conf                1
Name: Blind14A_08_N1_0127_3908, dtype: object
No lightcurve for other filter
0.375561306884
WMCC/LS =  0.999611046283
OLD WMCC period M=3 0.375561306884
NEW WMCC period M=1 0.375561306884
Blind14A_08_N1_0907_2304
Var_Type              RRLYR
FLUX_RADIUS           2.715
ELLIPTICITY       0.0574929
FWHM                   4.99
FLAGS                     0
Mean                18.0086
Median_g            18.0682
Std                0.152307
MedianAbsDev         0.1111
Meanvariance     0.00845745
Eta_e               66.0185
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.622947
Period_fit         0.570168
WMCC_Period        0.610733
WMCC_conf          0.978654
Name: Blind14A_08_N1_0907_2304, dtype: object
No lightcurve for other filter
0.610732523719
WMCC/LS =  0.980392156862
OLD WMCC period M=3 0.610732523719
NEW WMCC period M=1 0.610732523719
Blind14A_08_N7_1130_3168
Var_Type             RRLYR
FLUX_RADIUS          2.866
ELLIPTICITY      0.0859232
FWHM                  5.13
FLAGS                    0
Mean               17.5011
Median_g           17.4844
Std               0.183293
MedianAbsDev        0.2051
Meanvariance     0.0104733
Eta_e              53.0589
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.742745
Period_fit        0.591589
WMCC_Period       0.741604
WMCC_conf          0.99869
Name: Blind14A_08_N7_1130_3168, dtype: object
No lightcurve for other filter
0.741603778802
WMCC/LS =  0.99846390169
OLD WMCC period M=3 0.741603778802
NEW WMCC period M=1 0.741603778802
Blind14A_08_S11_0891_3232
Var_Type             RRLYR
FLUX_RADIUS          2.639
ELLIPTICITY      0.0430622
FWHM                  4.76
FLAGS                    0
Mean               18.8051
Median_g            18.925
Std               0.304288
MedianAbsDev        0.1728
Meanvariance     0.0161811
Eta_e               68.381
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.585193
Period_fit        0.894731
WMCC_Period       0.587329
WMCC_conf           0.9909
Name: Blind14A_08_S11_0891_3232, dtype: object
No lightcurve for other filter
0.587328540146
WMCC/LS =  1.00364963504
OLD WMCC period M=3 0.587328540146
NEW WMCC period M=1 0.587328540146
Blind14A_08_S18_1820_0793
Var_Type              RRLYR
FLUX_RADIUS           2.606
ELLIPTICITY       0.0430622
FWHM                   4.59
FLAGS                     3
Mean                17.5322
Median_g            17.5433
Std               0.0867643
MedianAbsDev         0.0743
Meanvariance     0.00494885
Eta_e               80.7665
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.416193
Period_fit          0.14351
WMCC_Period        0.416373
WMCC_conf          0.999998
Name: Blind14A_08_S18_1820_0793, dtype: object
No lightcurve for other filter
0.416372626132
WMCC/LS =  1.00043122035
OLD WMCC period M=3 0.416372626132
NEW WMCC period M=1 0.416372626132
Blind14A_08_S21_0202_1428
Var_Type             RRLYR
FLUX_RADIUS          2.657
ELLIPTICITY      0.0619137
FWHM                  4.83
FLAGS                    0
Mean               19.9375
Median_g           20.1342
Std               0.421167
MedianAbsDev         0.142
Meanvariance     0.0211244
Eta_e              60.3941
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.635242
Period_fit        0.832084
WMCC_Period       0.637339
WMCC_conf         0.962444
Name: Blind14A_08_S21_0202_1428, dtype: object
No lightcurve for other filter
0.637338693069
WMCC/LS =  1.00330033003
OLD WMCC period M=3 0.637338693069
NEW WMCC period M=1 0.637338693069
Blind14A_09_N2_1911_3777
Var_Type             RRLYR
FLUX_RADIUS          2.639
ELLIPTICITY       0.052091
FWHM                  4.53
FLAGS                    0
Mean               19.3667
Median_g            19.472
Std                0.25922
MedianAbsDev       0.14635
Meanvariance     0.0133849
Eta_e              70.3254
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS           0.68588
Period_fit        0.947901
WMCC_Period      0.0869139
WMCC_conf         0.974879
Name: Blind14A_09_N2_1911_3777, dtype: object
No lightcurve for other filter
0.0869139374494
WMCC/LS =  0.126718792127
OLD WMCC period M=3 0.0869139374494
NEW WMCC period M=1 0.0869139374494
Blind14A_10_N11_0685_2044
Var_Type             RRLYR
FLUX_RADIUS          2.812
ELLIPTICITY      0.0412272
FWHM                  5.07
FLAGS                    0
Mean               19.1219
Median_g           19.2878
Std               0.301576
MedianAbsDev        0.1362
Meanvariance     0.0157712
Eta_e              3.19681
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.106746
Period_fit        0.954781
WMCC_Period       0.015558
WMCC_conf         0.937281
Name: Blind14A_10_N11_0685_2044, dtype: object
No lightcurve for other filter
0.0155580261566
WMCC/LS =  0.145747934154
OLD WMCC period M=3 0.0155580261566
NEW WMCC period M=1 0.0155580261566
Blind14A_10_N13_0217_2465
Var_Type              RRLYR
FLUX_RADIUS           2.814
ELLIPTICITY       0.0753486
FWHM                  5.315
FLAGS                     0
Mean                18.3606
Median_g             18.359
Std                0.158818
MedianAbsDev         0.1521
Meanvariance     0.00864997
Eta_e               4.57742
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.660194
Period_fit         0.823254
WMCC_Period        0.656645
WMCC_conf          0.999188
Name: Blind14A_10_N13_0217_2465, dtype: object
No lightcurve for other filter
0.656644612904
WMCC/LS =  0.994623655914
OLD WMCC period M=3 0.656644612904
NEW WMCC period M=1 0.656644612904
Blind14A_11_N11_1866_4032
Var_Type             RRLYR
FLUX_RADIUS         2.6845
ELLIPTICITY       0.051683
FWHM                 4.725
FLAGS                    3
Mean               17.5625
Median_g           17.7078
Std               0.453285
MedianAbsDev       0.30295
Meanvariance     0.0258098
Eta_e              77.5539
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.462656
Period_fit        0.479025
WMCC_Period       0.455894
WMCC_conf         0.999855
Name: Blind14A_11_N11_1866_4032, dtype: object
No lightcurve for other filter
0.455893988685
WMCC/LS =  0.985384252711
OLD WMCC period M=3 0.455893988685
NEW WMCC period M=1 0.455893988685
Blind14A_11_N5_0297_1534
Var_Type             RRLYR
FLUX_RADIUS          2.632
ELLIPTICITY      0.0338164
FWHM                  4.71
FLAGS                    3
Mean               17.4254
Median_g           17.4939
Std               0.468387
MedianAbsDev        0.4051
Meanvariance     0.0268796
Eta_e              90.3694
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.467126
Period_fit        0.761085
WMCC_Period        0.46645
WMCC_conf         0.997395
Name: Blind14A_11_N5_0297_1534, dtype: object
No lightcurve for other filter
0.466450144718
WMCC/LS =  0.998552821998
OLD WMCC period M=3 0.466450144718
NEW WMCC period M=1 0.466450144718
Blind14A_12_N16_0184_1613
Var_Type              RRLYR
FLUX_RADIUS           2.793
ELLIPTICITY       0.0619137
FWHM                   5.92
FLAGS                     2
Mean                22.0152
Median_g            22.0448
Std               0.0850914
MedianAbsDev          0.069
Meanvariance     0.00386512
Eta_e               76.2387
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS            0.75543
Period_fit         0.999953
WMCC_Period       0.0131023
WMCC_conf          0.761612
Name: Blind14A_12_N16_0184_1613, dtype: object
No lightcurve for other filter
0.0131023154472
WMCC/LS =  0.0173441734418
OLD WMCC period M=3 0.0131023154472
NEW WMCC period M=1 0.0131023154472
Blind14A_12_S31_0172_1723
Var_Type             RRLYR
FLUX_RADIUS          2.994
ELLIPTICITY      0.0680327
FWHM                 5.495
FLAGS                    3
Mean               16.2166
Median_g            16.243
Std                0.19421
MedianAbsDev        0.1881
Meanvariance      0.011976
Eta_e              109.697
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.322317
Period_fit        0.125606
WMCC_Period        0.32264
WMCC_conf                1
Name: Blind14A_12_S31_0172_1723, dtype: object
No lightcurve for other filter
0.3226395996
WMCC/LS =  1.001001001
OLD WMCC period M=3 0.3226395996
NEW WMCC period M=1 0.3226395996
Blind14A_14_N13_1236_3555
Var_Type              RRLYR
FLUX_RADIUS            2.89
ELLIPTICITY       0.0834097
FWHM                   5.63
FLAGS                     0
Mean                21.0087
Median_g            21.0472
Std                 0.20544
MedianAbsDev         0.1679
Meanvariance     0.00977881
Eta_e               55.2852
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.636152
Period_fit         0.420849
WMCC_Period       0.0442621
WMCC_conf          0.931006
Name: Blind14A_14_N13_1236_3555, dtype: object
No lightcurve for other filter
0.0442621296347
WMCC/LS =  0.0695779547743
OLD WMCC period M=3 0.0442621296347
NEW WMCC period M=1 0.0442621296347
Blind14A_15_N29_0163_1081
Var_Type             RRLYR
FLUX_RADIUS         2.9055
ELLIPTICITY      0.0592454
FWHM                  5.07
FLAGS                    0
Mean               17.1188
Median_g            17.166
Std               0.238135
MedianAbsDev       0.22405
Meanvariance     0.0139108
Eta_e              249.873
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.303119
Period_fit        0.105622
WMCC_Period       0.302929
WMCC_conf                1
Name: Blind14A_15_N29_0163_1081, dtype: object
No lightcurve for other filter
0.302928827068
WMCC/LS =  0.999373433586
OLD WMCC period M=3 0.302928827068
NEW WMCC period M=1 0.302928827068
Blind14A_16_N13_0298_1866
Var_Type              RRLYR
FLUX_RADIUS           2.744
ELLIPTICITY       0.0875912
FWHM                   5.33
FLAGS                     0
Mean                21.2013
Median_g            21.2727
Std                0.153396
MedianAbsDev         0.0717
Meanvariance     0.00723521
Eta_e               57.5462
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.694393
Period_fit         0.528094
WMCC_Period       0.0207813
WMCC_conf          0.513563
Name: Blind14A_16_N13_0298_1866, dtype: object
No lightcurve for other filter
0.0207812541015
WMCC/LS =  0.0299272273177
OLD WMCC period M=3 0.0207812541015
NEW WMCC period M=1 0.0207812541015
Blind14A_16_S10_0133_3359
Var_Type             RRLYR
FLUX_RADIUS          2.742
ELLIPTICITY      0.0435144
FWHM                 4.975
FLAGS                    0
Mean               16.4909
Median_g           16.6558
Std               0.422217
MedianAbsDev        0.1833
Meanvariance      0.025603
Eta_e              23.1871
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS           0.58854
Period_fit        0.900023
WMCC_Period       0.589259
WMCC_conf          0.96836
Name: Blind14A_16_S10_0133_3359, dtype: object
No lightcurve for other filter
0.589258930403
WMCC/LS =  1.00122100122
OLD WMCC period M=3 0.589258930403
NEW WMCC period M=1 0.589258930403
Blind14A_16_S10_1912_1954
Var_Type              RRLYR
FLUX_RADIUS           2.616
ELLIPTICITY       0.0749306
FWHM                   5.55
FLAGS                     0
Mean                22.0066
Median_g            21.9731
Std                0.130575
MedianAbsDev         0.1192
Meanvariance     0.00593345
Eta_e               66.7931
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.116712
Period_fit         0.362992
WMCC_Period        0.116782
WMCC_conf           0.99357
Name: Blind14A_16_S10_1912_1954, dtype: object
No lightcurve for other filter
0.116782350635
WMCC/LS =  1.00060496068
OLD WMCC period M=3 0.116782350635
NEW WMCC period M=1 0.116782350635
Blind14A_17_N10_1488_2187
Var_Type              RRLYR
FLUX_RADIUS          3.1635
ELLIPTICITY       0.0770554
FWHM                   8.16
FLAGS                     0
Mean                22.4139
Median_g            22.4377
Std                0.119179
MedianAbsDev        0.08265
Meanvariance     0.00531719
Eta_e               5.03937
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS          0.0178345
Period_fit         0.998654
WMCC_Period        0.127011
WMCC_conf          0.774476
Name: Blind14A_17_N10_1488_2187, dtype: object
No lightcurve for other filter
0.127011130564
WMCC/LS =  7.12166172109
OLD WMCC period M=3 0.127011130564
NEW WMCC period M=1 0.127011130564
Blind14A_17_N14_1784_0655
Var_Type             RRLYR
FLUX_RADIUS          3.016
ELLIPTICITY      0.0566038
FWHM                  5.46
FLAGS                    0
Mean               17.9537
Median_g           18.0851
Std               0.288342
MedianAbsDev        0.1393
Meanvariance     0.0160603
Eta_e              91.9026
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.582415
Period_fit        0.833898
WMCC_Period       0.582766
WMCC_conf         0.987636
Name: Blind14A_17_N14_1784_0655, dtype: object
No lightcurve for other filter
0.582766050633
WMCC/LS =  1.00060277275
OLD WMCC period M=3 0.582766050633
NEW WMCC period M=1 0.582766050633
Blind14A_17_S13_0223_0396
Var_Type             RRLYR
FLUX_RADIUS          2.846
ELLIPTICITY      0.0485252
FWHM                  5.09
FLAGS                    0
Mean               18.1319
Median_g           18.1449
Std               0.201892
MedianAbsDev        0.1753
Meanvariance     0.0111347
Eta_e              55.1725
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.619749
Period_fit        0.518431
WMCC_Period       0.619749
WMCC_conf         0.996821
Name: Blind14A_17_S13_0223_0396, dtype: object
No lightcurve for other filter
0.619749280769
WMCC/LS =  1.0
OLD WMCC period M=3 0.619749280769
NEW WMCC period M=1 0.619749280769
Blind14A_17_S20_1845_3779
Var_Type             RRLYR
FLUX_RADIUS          2.874
ELLIPTICITY      0.0671642
FWHM                  5.09
FLAGS                    0
Mean                17.311
Median_g           17.4472
Std                0.24395
MedianAbsDev        0.1003
Meanvariance     0.0140922
Eta_e              81.2595
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.549323
Period_fit        0.619945
WMCC_Period       0.562425
WMCC_conf         0.988756
Name: Blind14A_17_S20_1845_3779, dtype: object
No lightcurve for other filter
0.562425176265
WMCC/LS =  1.02385107621
OLD WMCC period M=3 0.562425176265
NEW WMCC period M=1 0.562425176265
Blind14A_17_S6_1026_2209
Var_Type             RRLYR
FLUX_RADIUS          2.839
ELLIPTICITY       0.047619
FWHM                  5.11
FLAGS                    0
Mean               17.5171
Median_g           17.7457
Std               0.368225
MedianAbsDev        0.0872
Meanvariance     0.0210209
Eta_e              85.4475
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.572076
Period_fit        0.803566
WMCC_Period         0.5714
WMCC_conf         0.989965
Name: Blind14A_17_S6_1026_2209, dtype: object
No lightcurve for other filter
0.571400046099
WMCC/LS =  0.998817966904
OLD WMCC period M=3 0.571400046099
NEW WMCC period M=1 0.571400046099
Blind14A_18_N24_0169_3966
Var_Type             RRLYR
FLUX_RADIUS          2.962
ELLIPTICITY      0.0933698
FWHM                  5.34
FLAGS                    0
Mean               17.6179
Median_g           17.6781
Std                0.40872
MedianAbsDev        0.3625
Meanvariance     0.0231991
Eta_e              118.174
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.352851
Period_fit        0.634147
WMCC_Period       0.346528
WMCC_conf         0.999404
Name: Blind14A_18_N24_0169_3966, dtype: object
No lightcurve for other filter
0.346527812903
WMCC/LS =  0.982078853045
OLD WMCC period M=3 0.346527812903
NEW WMCC period M=1 0.346527812903
Blind14A_18_S5_0251_1235
Var_Type             RRLYR
FLUX_RADIUS         2.8295
ELLIPTICITY      0.0412272
FWHM                  5.15
FLAGS                    0
Mean               16.2433
Median_g           16.2273
Std               0.202929
MedianAbsDev        0.0779
Meanvariance     0.0124931
Eta_e              6.28898
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS           96.6813
Period_fit        0.996736
WMCC_Period       0.824222
WMCC_conf         0.565602
Name: Blind14A_18_S5_0251_1235, dtype: object
No lightcurve for other filter
0.824222163683
WMCC/LS =  0.00852514919011
OLD WMCC period M=3 0.824222163683
NEW WMCC period M=1 0.824222163683
Blind14A_20_N25_1939_1692
Var_Type             RRLYR
FLUX_RADIUS          3.129
ELLIPTICITY      0.0592662
FWHM                  5.57
FLAGS                    0
Mean               16.4459
Median_g           16.5498
Std               0.184339
MedianAbsDev          0.14
Meanvariance     0.0112088
Eta_e              102.515
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.362102
Period_fit        0.130173
WMCC_Period        0.36251
WMCC_conf                1
Name: Blind14A_20_N25_1939_1692, dtype: object
No lightcurve for other filter
0.36250967829
WMCC/LS =  1.00112485939
OLD WMCC period M=3 0.36250967829
NEW WMCC period M=1 0.36250967829
Blind14A_21_N22_0467_3863
Var_Type             RRLYR
FLUX_RADIUS          2.998
ELLIPTICITY      0.0485244
FWHM                 5.305
FLAGS                    0
Mean               18.2766
Median_g           18.2182
Std               0.199737
MedianAbsDev       0.16215
Meanvariance     0.0109285
Eta_e              139.996
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.304031
Period_fit        0.195116
WMCC_Period       0.304031
WMCC_conf                1
Name: Blind14A_21_N22_0467_3863, dtype: object
No lightcurve for other filter
0.304030984906
WMCC/LS =  1.0
OLD WMCC period M=3 0.304030984906
NEW WMCC period M=1 0.304030984906
Blind14A_21_N8_1064_2919
Var_Type              RRLYR
FLUX_RADIUS           3.097
ELLIPTICITY       0.0494297
FWHM                    5.4
FLAGS                     0
Mean                17.2195
Median_g            17.2729
Std                 0.11006
MedianAbsDev         0.0586
Meanvariance     0.00639163
Eta_e               139.418
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.289467
Period_fit         0.381677
WMCC_Period        0.289293
WMCC_conf          0.993512
Name: Blind14A_21_N8_1064_2919, dtype: object
No lightcurve for other filter
0.289293396768
WMCC/LS =  0.999401555954
OLD WMCC period M=3 0.289293396768
NEW WMCC period M=1 0.289293396768
Blind14A_21_S10_0954_2697
Var_Type             RRLYR
FLUX_RADIUS          3.012
ELLIPTICITY      0.0458015
FWHM                  5.24
FLAGS                    0
Mean               17.2384
Median_g           17.4014
Std               0.297102
MedianAbsDev        0.1459
Meanvariance     0.0172349
Eta_e              88.7009
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.549329
Period_fit        0.747297
WMCC_Period      0.0843425
WMCC_conf         0.989191
Name: Blind14A_21_S10_0954_2697, dtype: object
No lightcurve for other filter
0.0843425396493
WMCC/LS =  0.153537468376
OLD WMCC period M=3 0.0843425396493
NEW WMCC period M=1 0.0843425396493
Blind14A_21_S14_1583_0311
Var_Type             RRLYR
FLUX_RADIUS          3.104
ELLIPTICITY      0.0645463
FWHM                  5.53
FLAGS                    0
Mean               16.9418
Median_g           17.1211
Std               0.352116
MedianAbsDev        0.1507
Meanvariance     0.0207839
Eta_e              83.2781
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.558855
Period_fit        0.783162
WMCC_Period      0.0844752
WMCC_conf         0.985487
Name: Blind14A_21_S14_1583_0311, dtype: object
No lightcurve for other filter
0.0844751884666
WMCC/LS =  0.151157710791
OLD WMCC period M=3 0.0844751884666
NEW WMCC period M=1 0.0844751884666
Blind14A_21_S16_0186_3373
Var_Type             RRLYR
FLUX_RADIUS          2.991
ELLIPTICITY      0.0393852
FWHM                  5.21
FLAGS                    0
Mean               17.2092
Median_g           17.4424
Std                0.47155
MedianAbsDev        0.1694
Meanvariance      0.027401
Eta_e              100.201
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.449683
Period_fit         0.68863
WMCC_Period       0.450102
WMCC_conf         0.990808
Name: Blind14A_21_S16_0186_3373, dtype: object
No lightcurve for other filter
0.45010173743
WMCC/LS =  1.0009310987
OLD WMCC period M=3 0.45010173743
NEW WMCC period M=1 0.45010173743
Blind14A_21_S19_0787_0526
Var_Type             RRLYR
FLUX_RADIUS          3.057
ELLIPTICITY      0.0627929
FWHM                  5.49
FLAGS                    0
Mean               18.0691
Median_g           18.1205
Std               0.223687
MedianAbsDev        0.1468
Meanvariance     0.0123795
Eta_e              79.1755
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.700593
Period_fit        0.790269
WMCC_Period       0.699073
WMCC_conf         0.997956
Name: Blind14A_21_S19_0787_0526, dtype: object
No lightcurve for other filter
0.699073414317
WMCC/LS =  0.997830802603
OLD WMCC period M=3 0.699073414317
NEW WMCC period M=1 0.699073414317
Blind14A_21_S1_0352_0530
Var_Type             RRLYR
FLUX_RADIUS          3.187
ELLIPTICITY      0.0592662
FWHM                  5.66
FLAGS                    0
Mean               16.2366
Median_g           16.4398
Std               0.367692
MedianAbsDev        0.1284
Meanvariance     0.0226459
Eta_e              84.6199
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.549329
Period_fit        0.723691
WMCC_Period       0.554686
WMCC_conf         0.979588
Name: Blind14A_21_S1_0352_0530, dtype: object
No lightcurve for other filter
0.554686478486
WMCC/LS =  1.00975329891
OLD WMCC period M=3 0.554686478486
NEW WMCC period M=1 0.554686478486
Blind14A_21_S23_0204_2519
Var_Type             RRLYR
FLUX_RADIUS          2.983
ELLIPTICITY      0.0619137
FWHM                  5.44
FLAGS                    0
Mean               19.4973
Median_g           19.6401
Std               0.309315
MedianAbsDev         0.153
Meanvariance     0.0158645
Eta_e              77.3796
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.585951
Period_fit        0.820045
WMCC_Period      0.0850324
WMCC_conf         0.992295
Name: Blind14A_21_S23_0204_2519, dtype: object
No lightcurve for other filter
0.0850324126649
WMCC/LS =  0.145118733509
OLD WMCC period M=3 0.0850324126649
NEW WMCC period M=1 0.0850324126649
Blind14A_22_S11_0706_1658
Var_Type             RRLYR
FLUX_RADIUS         2.9135
ELLIPTICITY      0.0375361
FWHM                 5.165
FLAGS                    0
Mean               16.7528
Median_g           16.8526
Std                0.31644
MedianAbsDev        0.2091
Meanvariance     0.0188887
Eta_e              6.29378
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.641926
Period_fit        0.926664
WMCC_Period       0.117731
WMCC_conf         0.929031
Name: Blind14A_22_S11_0706_1658, dtype: object
No lightcurve for other filter
0.117730654746
WMCC/LS =  0.183402109125
OLD WMCC period M=3 0.117730654746
NEW WMCC period M=1 0.117730654746
Blind14A_23_N29_0808_2856
Var_Type             RRLYR
FLUX_RADIUS          3.003
ELLIPTICITY      0.0457981
FWHM                 5.545
FLAGS                    0
Mean               16.9326
Median_g           17.0146
Std                0.28951
MedianAbsDev       0.17265
Meanvariance     0.0170978
Eta_e              7.30689
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.583548
Period_fit         0.98273
WMCC_Period      0.0849922
WMCC_conf         0.963285
Name: Blind14A_23_N29_0808_2856, dtype: object
No lightcurve for other filter
0.0849921668322
WMCC/LS =  0.14564713671
OLD WMCC period M=3 0.0849921668322
NEW WMCC period M=1 0.0849921668322
Blind14A_23_S22_0824_1046
Var_Type             RRLYR
FLUX_RADIUS         2.9455
ELLIPTICITY      0.0649834
FWHM                 5.385
FLAGS                    0
Mean               16.5861
Median_g           16.7949
Std               0.445105
MedianAbsDev        0.1805
Meanvariance      0.026836
Eta_e              8.61332
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.458502
Period_fit        0.903573
WMCC_Period        0.08198
WMCC_conf         0.936077
Name: Blind14A_23_S22_0824_1046, dtype: object
No lightcurve for other filter
0.0819799923372
WMCC/LS =  0.178799489144
OLD WMCC period M=3 0.0819799923372
NEW WMCC period M=1 0.0819799923372
Blind14A_23_S22_1810_1050
Var_Type             RRLYR
FLUX_RADIUS          2.905
ELLIPTICITY      0.0614683
FWHM                  5.46
FLAGS                    0
Mean               20.4809
Median_g           20.5886
Std               0.309678
MedianAbsDev       0.11935
Meanvariance     0.0151203
Eta_e              5.66746
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.524003
Period_fit         0.96989
WMCC_Period        1.04375
WMCC_conf         0.994989
Name: Blind14A_23_S22_1810_1050, dtype: object
No lightcurve for other filter
1.04374526829
WMCC/LS =  1.99186991869
OLD WMCC period M=3 1.04374526829
NEW WMCC period M=1 1.04374526829
Blind14A_23_S4_0136_2673
Var_Type              RRLYR
FLUX_RADIUS          2.9345
ELLIPTICITY       0.0439736
FWHM                   5.27
FLAGS                     0
Mean                18.2141
Median_g            18.2663
Std                0.128752
MedianAbsDev        0.07815
Meanvariance     0.00706879
Eta_e               2.25562
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.778065
Period_fit         0.462441
WMCC_Period        0.771055
WMCC_conf          0.999877
Name: Blind14A_23_S4_0136_2673, dtype: object
No lightcurve for other filter
0.771055063064
WMCC/LS =  0.990990990992
OLD WMCC period M=3 0.771055063064
NEW WMCC period M=1 0.771055063064
Blind14A_24_N17_0628_3414
Var_Type              RRLYR
FLUX_RADIUS          2.8865
ELLIPTICITY       0.0384615
FWHM                   5.12
FLAGS                     0
Mean                17.3897
Median_g            17.3846
Std               0.0711553
MedianAbsDev         0.0567
Meanvariance     0.00409182
Eta_e               9.66457
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.137301
Period_fit         0.216375
WMCC_Period        0.364189
WMCC_conf          0.984508
Name: Blind14A_24_N17_0628_3414, dtype: object
No lightcurve for other filter
0.364188876596
WMCC/LS =  2.6524822695
OLD WMCC period M=3 0.364188876596
NEW WMCC period M=1 0.364188876596
Blind14A_24_N17_1800_3184
Var_Type              RRLYR
FLUX_RADIUS          3.0715
ELLIPTICITY        0.191264
FWHM                  8.925
FLAGS                     0
Mean                21.9084
Median_g            21.8987
Std                0.165341
MedianAbsDev        0.08635
Meanvariance     0.00754692
Eta_e               8.62942
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS         0.00629297
Period_fit         0.999999
WMCC_Period       0.0739071
WMCC_conf          0.732963
Name: Blind14A_24_N17_1800_3184, dtype: object
No lightcurve for other filter
0.0739070690846
WMCC/LS =  11.7443868739
OLD WMCC period M=3 0.0739070690846
NEW WMCC period M=1 0.0739070690846
Blind14A_27_N14_1346_2517
Var_Type             RRLYR
FLUX_RADIUS          3.111
ELLIPTICITY       0.103139
FWHM                  5.88
FLAGS                    0
Mean                20.664
Median_g           20.6133
Std                0.24601
MedianAbsDev        0.2536
Meanvariance     0.0119052
Eta_e              89.9842
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.362047
Period_fit        0.275301
WMCC_Period       0.359479
WMCC_conf         0.999859
Name: Blind14A_27_N14_1346_2517, dtype: object
No lightcurve for other filter
0.359479466965
WMCC/LS =  0.992907801417
OLD WMCC period M=3 0.359479466965
NEW WMCC period M=1 0.359479466965
Blind14A_27_N24_0948_0483
Var_Type             RRLYR
FLUX_RADIUS          3.005
ELLIPTICITY      0.0512334
FWHM                  5.67
FLAGS                    0
Mean               17.5749
Median_g           17.5365
Std               0.186035
MedianAbsDev        0.1584
Meanvariance     0.0105852
Eta_e               118.65
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.337911
Period_fit        0.118099
WMCC_Period       0.338267
WMCC_conf                1
Name: Blind14A_27_N24_0948_0483, dtype: object
No lightcurve for other filter
0.338266769231
WMCC/LS =  1.00105374078
OLD WMCC period M=3 0.338266769231
NEW WMCC period M=1 0.338266769231
Blind14A_27_S31_1212_1634
Var_Type              RRLYR
FLUX_RADIUS           3.103
ELLIPTICITY       0.0774908
FWHM                   5.79
FLAGS                     0
Mean                17.6911
Median_g            17.7913
Std                 0.17276
MedianAbsDev         0.0662
Meanvariance     0.00976539
Eta_e               55.1064
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.535025
Period_fit         0.469376
WMCC_Period        0.533248
WMCC_conf          0.999996
Name: Blind14A_27_S31_1212_1634, dtype: object
No lightcurve for other filter
0.533247780731
WMCC/LS =  0.996677740865
OLD WMCC period M=3 0.533247780731
NEW WMCC period M=1 0.533247780731
Blind14A_27_S8_1382_1611
Var_Type              RRLYR
FLUX_RADIUS           3.075
ELLIPTICITY       0.0485252
FWHM                   5.65
FLAGS                     0
Mean                 18.398
Median_g            18.4418
Std                0.168284
MedianAbsDev         0.1187
Meanvariance     0.00914688
Eta_e                55.418
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS            0.64203
Period_fit         0.449802
WMCC_Period         0.64203
WMCC_conf          0.997817
Name: Blind14A_27_S8_1382_1611, dtype: object
No lightcurve for other filter
0.642030328
WMCC/LS =  1.0
OLD WMCC period M=3 0.642030328
NEW WMCC period M=1 0.642030328
Blind14A_28_N11_0937_1743
Var_Type             RRLYR
FLUX_RADIUS          3.083
ELLIPTICITY      0.0430613
FWHM                 5.605
FLAGS                    0
Mean               16.6476
Median_g           16.6905
Std               0.179671
MedianAbsDev       0.17355
Meanvariance     0.0107926
Eta_e              8.71517
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.351891
Period_fit        0.177664
WMCC_Period        0.35093
WMCC_conf                1
Name: Blind14A_28_N11_0937_1743, dtype: object
No lightcurve for other filter
0.350929663935
WMCC/LS =  0.997267759563
OLD WMCC period M=3 0.350929663935
NEW WMCC period M=1 0.350929663935
Blind14A_28_N19_1531_0838
Var_Type             RRLYR
FLUX_RADIUS         3.1815
ELLIPTICITY      0.0667287
FWHM                 5.765
FLAGS                    0
Mean               16.6937
Median_g           16.8264
Std               0.337811
MedianAbsDev        0.1786
Meanvariance     0.0202359
Eta_e              7.25231
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.597397
Period_fit        0.790658
WMCC_Period       0.119591
WMCC_conf          0.98639
Name: Blind14A_28_N19_1531_0838, dtype: object
No lightcurve for other filter
0.119590555866
WMCC/LS =  0.200186219739
OLD WMCC period M=3 0.119590555866
NEW WMCC period M=1 0.119590555866
Blind14A_28_N24_1705_0154
Var_Type              RRLYR
FLUX_RADIUS           3.128
ELLIPTICITY       0.0727861
FWHM                   5.72
FLAGS                     0
Mean                20.5209
Median_g            20.4981
Std               0.0975916
MedianAbsDev         0.0812
Meanvariance     0.00475571
Eta_e               6.03588
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.435391
Period_fit         0.237876
WMCC_Period        0.436872
WMCC_conf          0.999962
Name: Blind14A_28_N24_1705_0154, dtype: object
No lightcurve for other filter
0.436871622449
WMCC/LS =  1.00340136054
OLD WMCC period M=3 0.436871622449
NEW WMCC period M=1 0.436871622449
Blind14A_28_N3_1726_3577
Var_Type             RRLYR
FLUX_RADIUS          3.019
ELLIPTICITY      0.0444284
FWHM                 5.465
FLAGS                    0
Mean               17.4449
Median_g           17.5616
Std               0.291877
MedianAbsDev        0.1661
Meanvariance     0.0167314
Eta_e              4.05129
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.642201
Period_fit        0.909351
WMCC_Period       0.011579
WMCC_conf         0.927944
Name: Blind14A_28_N3_1726_3577, dtype: object
No lightcurve for other filter
0.0115790179851
WMCC/LS =  0.0180302005859
OLD WMCC period M=3 0.0115790179851
NEW WMCC period M=1 0.0115790179851
Blind14A_28_N8_1629_2407
Var_Type              RRLYR
FLUX_RADIUS           3.087
ELLIPTICITY         0.05479
FWHM                  5.705
FLAGS                     0
Mean                17.2747
Median_g            17.3665
Std                0.167492
MedianAbsDev        0.06025
Meanvariance     0.00969575
Eta_e               2.24652
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.802752
Period_fit         0.533373
WMCC_Period        0.102302
WMCC_conf          0.984348
Name: Blind14A_28_N8_1629_2407, dtype: object
No lightcurve for other filter
0.102302076464
WMCC/LS =  0.127439267225
OLD WMCC period M=3 0.102302076464
NEW WMCC period M=1 0.102302076464
Blind14A_29_S18_1958_2296
Var_Type             RRLYR
FLUX_RADIUS         3.0955
ELLIPTICITY      0.0534382
FWHM                 5.685
FLAGS                    0
Mean               17.4295
Median_g           17.4927
Std               0.311061
MedianAbsDev        0.2288
Meanvariance     0.0178469
Eta_e              4.04769
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.626513
Period_fit        0.692886
WMCC_Period       0.118592
WMCC_conf         0.959822
Name: Blind14A_29_S18_1958_2296, dtype: object
No lightcurve for other filter
0.11859201385
WMCC/LS =  0.189289012003
OLD WMCC period M=3 0.11859201385
NEW WMCC period M=1 0.11859201385
Blind14A_29_S25_0804_0759
Var_Type             RRLYR
FLUX_RADIUS         4.1365
ELLIPTICITY       0.341863
FWHM                  9.88
FLAGS                    0
Mean               16.4776
Median_g            16.563
Std               0.193911
MedianAbsDev        0.1096
Meanvariance     0.0117681
Eta_e              5.73255
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.713529
Period_fit        0.761184
WMCC_Period       0.713529
WMCC_conf          0.98457
Name: Blind14A_29_S25_0804_0759, dtype: object
No lightcurve for other filter
0.713528616667
WMCC/LS =  1.0
OLD WMCC period M=3 0.713528616667
NEW WMCC period M=1 0.713528616667
Blind14A_29_S26_1258_0449
Var_Type             RRLYR
FLUX_RADIUS          3.153
ELLIPTICITY      0.0614683
FWHM                 5.725
FLAGS                    0
Mean               17.6578
Median_g           17.7848
Std               0.324237
MedianAbsDev         0.189
Meanvariance     0.0183623
Eta_e              4.23073
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.558414
Period_fit        0.547558
WMCC_Period       0.552409
WMCC_conf         0.999881
Name: Blind14A_29_S26_1258_0449, dtype: object
No lightcurve for other filter
0.552409251613
WMCC/LS =  0.989247311828
OLD WMCC period M=3 0.552409251613
NEW WMCC period M=1 0.552409251613
Blind14A_30_N26_1210_0243
Var_Type             RRLYR
FLUX_RADIUS          3.191
ELLIPTICITY      0.0512334
FWHM                  5.63
FLAGS                    0
Mean                16.758
Median_g            16.753
Std               0.426228
MedianAbsDev        0.2049
Meanvariance     0.0254343
Eta_e              15.9274
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS           1.92677
Period_fit        0.956215
WMCC_Period      0.0865574
WMCC_conf         0.731188
Name: Blind14A_30_N26_1210_0243, dtype: object
No lightcurve for other filter
0.0865574393531
WMCC/LS =  0.0449236298293
OLD WMCC period M=3 0.0865574393531
NEW WMCC period M=1 0.0865574393531
Blind14A_31_N26_1373_4042
Var_Type              RRLYR
FLUX_RADIUS           3.057
ELLIPTICITY       0.0494297
FWHM                   5.54
FLAGS                     0
Mean                 18.146
Median_g            18.1766
Std                 0.16064
MedianAbsDev         0.1131
Meanvariance     0.00885264
Eta_e               3.76349
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.626467
Period_fit         0.408877
WMCC_Period        0.118419
WMCC_conf          0.951089
Name: Blind14A_31_N26_1373_4042, dtype: object
No lightcurve for other filter
0.118419363762
WMCC/LS =  0.189027201475
OLD WMCC period M=3 0.118419363762
NEW WMCC period M=1 0.118419363762
Blind14A_31_N9_0750_2603
Var_Type              RRLYR
FLUX_RADIUS          3.0155
ELLIPTICITY       0.0480238
FWHM                  5.475
FLAGS                     0
Mean                 17.426
Median_g            17.4437
Std                0.168626
MedianAbsDev        0.19505
Meanvariance     0.00967668
Eta_e               7.81926
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS            0.30946
Period_fit        0.0739417
WMCC_Period        0.310207
WMCC_conf                 1
Name: Blind14A_31_N9_0750_2603, dtype: object
No lightcurve for other filter
0.310207246377
WMCC/LS =  1.00241545894
OLD WMCC period M=3 0.310207246377
NEW WMCC period M=1 0.310207246377
Blind14A_32_N18_1125_3047
Var_Type             RRLYR
FLUX_RADIUS          3.161
ELLIPTICITY      0.0619137
FWHM                  5.75
FLAGS                    0
Mean               16.7365
Median_g           16.8888
Std               0.361657
MedianAbsDev        0.2005
Meanvariance     0.0216089
Eta_e              4.45529
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.524158
Period_fit        0.402583
WMCC_Period        0.52523
WMCC_conf         0.999921
Name: Blind14A_32_N18_1125_3047, dtype: object
No lightcurve for other filter
0.525230184049
WMCC/LS =  1.00204498978
OLD WMCC period M=3 0.525230184049
NEW WMCC period M=1 0.525230184049
Blind14A_32_N4_1209_3728
Var_Type             RRLYR
FLUX_RADIUS          3.049
ELLIPTICITY      0.0684658
FWHM                  6.29
FLAGS                    0
Mean               21.3412
Median_g           21.2907
Std               0.216341
MedianAbsDev        0.1966
Meanvariance     0.0101373
Eta_e              12.3776
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.302162
Period_fit        0.133599
WMCC_Period        0.30359
WMCC_conf                1
Name: Blind14A_32_N4_1209_3728, dtype: object
No lightcurve for other filter
0.303590496454
WMCC/LS =  1.00472813239
OLD WMCC period M=3 0.303590496454
NEW WMCC period M=1 0.303590496454
Blind14A_33_S4_1115_3170
Var_Type             RRLYR
FLUX_RADIUS          3.074
ELLIPTICITY      0.0407407
FWHM                  5.57
FLAGS                    0
Mean               16.3167
Median_g           16.3073
Std               0.194744
MedianAbsDev       0.18255
Meanvariance     0.0119353
Eta_e              8.73167
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.389132
Period_fit       0.0755458
WMCC_Period      0.0794147
WMCC_conf           0.9991
Name: Blind14A_33_S4_1115_3170, dtype: object
No lightcurve for other filter
0.0794147439703
WMCC/LS =  0.204081632653
OLD WMCC period M=3 0.0794147439703
NEW WMCC period M=1 0.0794147439703
Blind14A_34_N22_1805_3078
Var_Type              RRLYR
FLUX_RADIUS           2.993
ELLIPTICITY       0.0649834
FWHM                  5.615
FLAGS                     3
Mean                20.6033
Median_g             20.672
Std                0.149381
MedianAbsDev         0.0964
Meanvariance     0.00725031
Eta_e               4.07847
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.642041
Period_fit         0.203286
WMCC_Period        0.118076
WMCC_conf          0.996837
Name: Blind14A_34_N22_1805_3078, dtype: object
No lightcurve for other filter
0.11807648
WMCC/LS =  0.183908045977
OLD WMCC period M=3 0.11807648
NEW WMCC period M=1 0.11807648
Blind14A_34_S1_1626_0621
Var_Type             RRLYR
FLUX_RADIUS         3.2285
ELLIPTICITY      0.0601097
FWHM                 5.965
FLAGS                    0
Mean               16.5421
Median_g           16.5704
Std               0.183613
MedianAbsDev        0.1833
Meanvariance     0.0110997
Eta_e              7.89741
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.351803
Period_fit       0.0690294
WMCC_Period       0.352286
WMCC_conf                1
Name: Blind14A_34_S1_1626_0621, dtype: object
No lightcurve for other filter
0.352285794239
WMCC/LS =  1.00137174211
OLD WMCC period M=3 0.352285794239
NEW WMCC period M=1 0.352285794239
Blind14A_35_N22_1917_1228
Var_Type             RRLYR
FLUX_RADIUS         3.0325
ELLIPTICITY      0.0512325
FWHM                  5.42
FLAGS                    0
Mean               16.8539
Median_g           17.0477
Std                0.32948
MedianAbsDev        0.0923
Meanvariance     0.0195492
Eta_e              8.30958
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.448455
Period_fit        0.859359
WMCC_Period      0.0215474
WMCC_conf          0.52342
Name: Blind14A_35_N22_1917_1228, dtype: object
No lightcurve for other filter
0.0215473786358
WMCC/LS =  0.0480480480481
OLD WMCC period M=3 0.0215473786358
NEW WMCC period M=1 0.0215473786358
Blind14A_36_N16_1837_2988
Var_Type             RRLYR
FLUX_RADIUS         2.9295
ELLIPTICITY      0.0528392
FWHM                  5.33
FLAGS                    0
Mean               18.2616
Median_g            18.376
Std               0.286644
MedianAbsDev       0.16475
Meanvariance     0.0156966
Eta_e              8.90133
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.597204
Period_fit        0.992146
WMCC_Period      0.0128027
WMCC_conf         0.953333
Name: Blind14A_36_N16_1837_2988, dtype: object
No lightcurve for other filter
0.0128027490278
WMCC/LS =  0.0214378302921
OLD WMCC period M=3 0.0128027490278
NEW WMCC period M=1 0.0128027490278
Blind14A_37_N29_1768_3197
Var_Type             RRLYR
FLUX_RADIUS          3.079
ELLIPTICITY      0.0521327
FWHM                  5.32
FLAGS                    3
Mean               17.4002
Median_g           17.4867
Std               0.266039
MedianAbsDev        0.1741
Meanvariance     0.0152894
Eta_e               4.2066
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.113438
Period_fit        0.557367
WMCC_Period       0.113839
WMCC_conf         0.999812
Name: Blind14A_37_N29_1768_3197, dtype: object
No lightcurve for other filter
0.113838944297
WMCC/LS =  1.00353669319
OLD WMCC period M=3 0.113838944297
NEW WMCC period M=1 0.113838944297
Blind14A_37_S14_1033_0091
Var_Type             RRLYR
FLUX_RADIUS          3.252
ELLIPTICITY       0.126638
FWHM                  6.14
FLAGS                    2
Mean                18.857
Median_g           19.0074
Std               0.293298
MedianAbsDev        0.1215
Meanvariance     0.0155538
Eta_e              3.08513
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.658444
Period_fit        0.698487
WMCC_Period       0.658444
WMCC_conf         0.998154
Name: Blind14A_37_S14_1033_0091, dtype: object
No lightcurve for other filter
0.658444138461
WMCC/LS =  1.0
OLD WMCC period M=3 0.658444138461
NEW WMCC period M=1 0.658444138461
Blind14A_37_S1_0434_2105
Var_Type             RRLYR
FLUX_RADIUS         2.9045
ELLIPTICITY      0.0863406
FWHM                  6.44
FLAGS                    0
Mean               21.9096
Median_g           22.0229
Std               0.479747
MedianAbsDev        0.3343
Meanvariance     0.0218966
Eta_e              20.0473
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS            1.9808
Period_fit        0.773423
WMCC_Period      0.0865268
WMCC_conf         0.965109
Name: Blind14A_37_S1_0434_2105, dtype: object
No lightcurve for other filter
0.0865267782258
WMCC/LS =  0.0436827956989
OLD WMCC period M=3 0.0865267782258
NEW WMCC period M=1 0.0865267782258
Blind14A_37_S1_0498_2223
Var_Type             RRLYR
FLUX_RADIUS         3.1075
ELLIPTICITY      0.0688811
FWHM                 6.965
FLAGS                    3
Mean               21.8495
Median_g           21.9411
Std               0.331274
MedianAbsDev        0.2206
Meanvariance     0.0151616
Eta_e              6.41749
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.643759
Period_fit        0.781155
WMCC_Period       0.117905
WMCC_conf         0.978805
Name: Blind14A_37_S1_0498_2223, dtype: object
No lightcurve for other filter
0.117904620879
WMCC/LS =  0.18315018315
OLD WMCC period M=3 0.117904620879
NEW WMCC period M=1 0.117904620879
Blind14A_37_S26_1554_1448
Var_Type             RRLYR
FLUX_RADIUS          2.991
ELLIPTICITY      0.0592662
FWHM                  5.44
FLAGS                    0
Mean                18.754
Median_g           18.8639
Std               0.261104
MedianAbsDev        0.1322
Meanvariance     0.0139226
Eta_e              5.83752
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS         0.0043307
Period_fit         0.80566
WMCC_Period       0.670583
WMCC_conf         0.962552
Name: Blind14A_37_S26_1554_1448, dtype: object
No lightcurve for other filter
0.67058253125
WMCC/LS =  154.84375
OLD WMCC period M=3 0.67058253125
NEW WMCC period M=1 0.67058253125
Blind14A_37_S31_1350_2421
Var_Type             RRLYR
FLUX_RADIUS          3.168
ELLIPTICITY      0.0825688
FWHM                  5.67
FLAGS                    0
Mean               17.7038
Median_g           17.8208
Std               0.328916
MedianAbsDev        0.2236
Meanvariance     0.0185789
Eta_e              6.75722
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS           0.54788
Period_fit        0.788431
WMCC_Period       0.546717
WMCC_conf         0.996368
Name: Blind14A_37_S31_1350_2421, dtype: object
No lightcurve for other filter
0.546716968153
WMCC/LS =  0.997876857751
OLD WMCC period M=3 0.546716968153
NEW WMCC period M=1 0.546716968153
Blind14A_37_S9_0560_3100
Var_Type             RRLYR
FLUX_RADIUS          3.011
ELLIPTICITY       0.061884
FWHM                 5.585
FLAGS                    0
Mean               17.8545
Median_g           17.9612
Std               0.218536
MedianAbsDev       0.11745
Meanvariance     0.0122398
Eta_e              6.86688
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.598846
Period_fit         0.78129
WMCC_Period        0.11938
WMCC_conf         0.972071
Name: Blind14A_37_S9_0560_3100, dtype: object
No lightcurve for other filter
0.119380478442
WMCC/LS =  0.199350950394
OLD WMCC period M=3 0.119380478442
NEW WMCC period M=1 0.119380478442
Blind14A_38_N24_0760_3868
Var_Type             RRLYR
FLUX_RADIUS          2.889
ELLIPTICITY       0.112689
FWHM                  5.66
FLAGS                    0
Mean               21.7067
Median_g           21.7969
Std                0.24205
MedianAbsDev        0.1652
Meanvariance     0.0111509
Eta_e              5.67819
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.713289
Period_fit        0.784369
WMCC_Period       0.713289
WMCC_conf         0.974707
Name: Blind14A_38_N24_0760_3868, dtype: object
No lightcurve for other filter
0.713288716666
WMCC/LS =  1.0
OLD WMCC period M=3 0.713288716666
NEW WMCC period M=1 0.713288716666
Blind14A_38_N3_0158_1904
Var_Type             RRLYR
FLUX_RADIUS          2.824
ELLIPTICITY      0.0420744
FWHM                  5.11
FLAGS                    0
Mean               19.0781
Median_g           19.2695
Std               0.379254
MedianAbsDev       0.15185
Meanvariance      0.019879
Eta_e              6.33536
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.570631
Period_fit        0.892699
WMCC_Period       0.566852
WMCC_conf         0.993716
Name: Blind14A_38_N3_0158_1904, dtype: object
No lightcurve for other filter
0.566851960265
WMCC/LS =  0.993377483444
OLD WMCC period M=3 0.566851960265
NEW WMCC period M=1 0.566851960265
Blind14A_38_N3_1389_0919
Var_Type             RRLYR
FLUX_RADIUS         2.8295
ELLIPTICITY      0.0498639
FWHM                 5.175
FLAGS                    0
Mean               19.5228
Median_g           19.6381
Std               0.232799
MedianAbsDev        0.1054
Meanvariance     0.0119245
Eta_e              5.58937
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.675747
Period_fit        0.781842
WMCC_Period       0.684757
WMCC_conf         0.997235
Name: Blind14A_38_N3_1389_0919, dtype: object
No lightcurve for other filter
0.684757168
WMCC/LS =  1.01333333333
OLD WMCC period M=3 0.684757168
NEW WMCC period M=1 0.684757168
Blind14A_38_S11_1848_0532
Var_Type              RRLYR
FLUX_RADIUS           2.833
ELLIPTICITY       0.0462563
FWHM                   5.15
FLAGS                     0
Mean                18.1298
Median_g            18.1444
Std                0.091397
MedianAbsDev         0.0787
Meanvariance     0.00504125
Eta_e               4.12637
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS            0.65842
Period_fit         0.399514
WMCC_Period       0.0186156
WMCC_conf          0.897233
Name: Blind14A_38_S11_1848_0532, dtype: object
No lightcurve for other filter
0.0186156254893
WMCC/LS =  0.0282731622444
OLD WMCC period M=3 0.0186156254893
NEW WMCC period M=1 0.0186156254893
Blind14A_39_N13_0493_1745
Var_Type             RRLYR
FLUX_RADIUS          2.988
ELLIPTICITY      0.0662899
FWHM                 5.465
FLAGS                    0
Mean               17.0481
Median_g           17.1831
Std               0.363373
MedianAbsDev       0.24015
Meanvariance     0.0213145
Eta_e              5.47292
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS           0.57062
Period_fit        0.511324
WMCC_Period      0.0849136
WMCC_conf         0.881943
Name: Blind14A_39_N13_0493_1745, dtype: object
No lightcurve for other filter
0.0849136388889
WMCC/LS =  0.14880952381
OLD WMCC period M=3 0.0849136388889
NEW WMCC period M=1 0.0849136388889
Blind14A_39_N28_0179_2872
Var_Type              RRLYR
FLUX_RADIUS          2.9755
ELLIPTICITY       0.0645332
FWHM                  5.425
FLAGS                     0
Mean                16.7907
Median_g            16.8042
Std                0.146586
MedianAbsDev         0.1535
Meanvariance     0.00873018
Eta_e               14.0081
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.267478
Period_fit         0.204678
WMCC_Period        0.266645
WMCC_conf                 1
Name: Blind14A_39_N28_0179_2872, dtype: object
No lightcurve for other filter
0.266644697819
WMCC/LS =  0.996884735201
OLD WMCC period M=3 0.266644697819
NEW WMCC period M=1 0.266644697819
Blind14A_39_S28_0769_1752
Var_Type             RRLYR
FLUX_RADIUS          2.965
ELLIPTICITY      0.0570316
FWHM                  5.33
FLAGS                    0
Mean               18.7241
Median_g           18.8081
Std               0.193094
MedianAbsDev        0.0938
Meanvariance     0.0103126
Eta_e              6.06142
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS           0.62629
Period_fit        0.670019
WMCC_Period      0.0223073
WMCC_conf         0.977875
Name: Blind14A_39_S28_0769_1752, dtype: object
No lightcurve for other filter
0.0223072577534
WMCC/LS =  0.0356181044218
OLD WMCC period M=3 0.0223072577534
NEW WMCC period M=1 0.0223072577534
Blind14A_39_S28_1910_2099
Var_Type             RRLYR
FLUX_RADIUS         2.9865
ELLIPTICITY      0.0543632
FWHM                  5.33
FLAGS                    0
Mean               16.8212
Median_g           16.8737
Std               0.185509
MedianAbsDev       0.13645
Meanvariance     0.0110282
Eta_e              3.63946
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.641947
Period_fit        0.682265
WMCC_Period      0.0864575
WMCC_conf         0.995074
Name: Blind14A_39_S28_1910_2099, dtype: object
No lightcurve for other filter
0.0864575232323
WMCC/LS =  0.13468013468
OLD WMCC period M=3 0.0864575232323
NEW WMCC period M=1 0.0864575232323
Blind14A_39_S29_0728_2223
Var_Type             RRLYR
FLUX_RADIUS         3.1775
ELLIPTICITY      0.0623533
FWHM                 5.825
FLAGS                    0
Mean               16.9932
Median_g           17.0798
Std               0.359818
MedianAbsDev       0.27495
Meanvariance     0.0211742
Eta_e              3.64994
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.513558
Period_fit         0.38725
WMCC_Period        1.03124
WMCC_conf          0.99999
Name: Blind14A_39_S29_0728_2223, dtype: object
No lightcurve for other filter
1.03124033735
WMCC/LS =  2.00803212852
OLD WMCC period M=3 1.03124033735
NEW WMCC period M=1 1.03124033735
Blind14A_40_S12_0783_3406
Var_Type              RRLYR
FLUX_RADIUS          2.9695
ELLIPTICITY       0.0453354
FWHM                   5.46
FLAGS                     0
Mean                17.9727
Median_g            18.0559
Std                 0.17584
MedianAbsDev         0.0794
Meanvariance     0.00978372
Eta_e               3.85326
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.733626
Period_fit         0.574411
WMCC_Period        0.737842
WMCC_conf          0.999602
Name: Blind14A_40_S12_0783_3406, dtype: object
No lightcurve for other filter
0.737841844828
WMCC/LS =  1.00574712644
OLD WMCC period M=3 0.737841844828
NEW WMCC period M=1 0.737841844828
Blind14A_40_S15_1191_1949
Var_Type             RRLYR
FLUX_RADIUS         2.9675
ELLIPTICITY      0.0458015
FWHM                 5.335
FLAGS                    0
Mean               18.3477
Median_g           18.5236
Std               0.339517
MedianAbsDev       0.14505
Meanvariance     0.0185046
Eta_e              4.76944
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.626266
Period_fit         0.95123
WMCC_Period      0.0860198
WMCC_conf         0.855132
Name: Blind14A_40_S15_1191_1949, dtype: object
No lightcurve for other filter
0.0860197527639
WMCC/LS =  0.137353433836
OLD WMCC period M=3 0.0860197527639
NEW WMCC period M=1 0.0860197527639
Blind14A_40_S16_0443_0638
Var_Type              RRLYR
FLUX_RADIUS           2.863
ELLIPTICITY       0.0398462
FWHM                   5.28
FLAGS                     0
Mean                20.6309
Median_g            20.6558
Std                0.188418
MedianAbsDev          0.187
Meanvariance     0.00913283
Eta_e               5.41368
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.395029
Period_fit         0.522578
WMCC_Period        0.117892
WMCC_conf          0.999579
Name: Blind14A_40_S16_0443_0638, dtype: object
No lightcurve for other filter
0.1178920854
WMCC/LS =  0.298438934804
OLD WMCC period M=3 0.1178920854
NEW WMCC period M=1 0.1178920854
In [140]:
plt.hist(table_15.query('Var_Type=="CEP"').Amplitude, bins=15, alpha=.5)
plt.hist(table_15.query('Var_Type=="RRLYR"').Amplitude, bins=25, alpha=.5)
plt.show()
In [131]:
cep_ = table_15.query('Var_Type == "CEP"')
rrl_ = table_15.query('Var_Type == "RRLYR"')
ebs_ = table_15.query('Var_Type == "EB"')
plt.plot(table_15.Color, table_15.Mean, '.b')
plt.plot(cep_.Color, cep_.Mean, '*r')
plt.plot(rrl_.Color, rrl_.Mean, '*g')
#plt.plot(ebs_.Color, ebs_.Mean, '*c')
plt.xlim(-3,3)
plt.ylim(15,25)
plt.show()
from astropy.coordinates import SkyCoord from astropy import units as u c = SkyCoord(ra=table_15.loc['Blind14A_29_N31_0314_2793','RA'], dec=table_15.loc['Blind14A_29_N31_0314_2793','DEC'], unit=(u.degree, u.degree)) print c.ra.hms print c.dec.radian
In [ ]:
#table_15.to_csv('%s/tables/__Blind15A_tables+feat_filter_type_sub_sp.csv'
#             % (mainpath))